{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Numpy数组比较&布尔数组"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. 处理交通标志"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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fA/6xqtrbXJyDeA3wNOWU+68AvlJVJ7e3SI47Hac7dzd3gS45Pk24KSEypivIPgn8TcppN+8FvmEao8XhcDieV5zmOByOW43THYfDcatxuuNwOG41TnccDse1crNGMH8O8JSqPjMNTv4blCNQHQ6H42bgNMfhcNxqnO44HI5bjdMdh8Nxq3G643A4romb1cB8D3tXuT033edwOBw3A6c5DofjVuN0x+Fw3Gqc7jgcjluN0x2Hw3FN+DcpXTlg355YHCLy7cC3A3hB5ZWtpfsQOeiya8lKD8nyGlOYXqp66fXzx/Oe4G6qekjywt667ERB2X2/77ydNHaTUkWAQhUjgiIggqiiuycJgu5mpAqCoiJ7/tPlWbZMr8jxPA/RHFTJsxzP87FiEYlAM4o8hyLB1OaQbALGgFdF8wwLGDtCggaaxlgvwBMhiwcYU2C8GmoL0AIRIS8KPD9EjKDWA00QUyNLB/i+h/EraJGBeJigQpZO8D2DRRAVxAuwmjDubhD4Un4uUvbJ5HlOEAQA2KLAohjjYYuC8iO49MF6noe1BaqKtQVhFGKLAiMGVShsAWIIjE9WZATG4AHWGLKiQNUiRhCk/I2oYNWS55bCFgS+h+cbVC0oFIWFaf19z0exGGMQFdRmVKsVbFFQFJbUgi0svmfIp9eJlt8S4xlEhKIoMMZjJ1yTiGCMUFhFRIjH6aaqLl/vd/h55qqaA3t1B3jlTS2Rw+G4mdyVuuP8zo2l6vyO8zu32+/kaUGeFzfnS359ON3Zm/rzneBuqk53nO443dnFPWc5HC8gVPWGdedmNTCfA+6beX8v5eJsu6jqz1Mu9MbiPY/q3/7On0NEUGEqvGB279TlzUZEUNU9Bml/1S83T7Ln2EExp/dfc+n9/nP3n3d5OnvTlyuauf3HZuu2v56XX1fmc9C/Xi6v4h5yUTxk97ydNAwCVjGS4qvQTcY0ozopPtbzCApL5l1KP7QZRgoy9bF4eGJRyhvkbBk8KfDIicdjvBCS/hbx1ln8wCDVJZCMWrjAOB+S2ZCwf4qi2sbPM/DmkMWHMF5Kb/1jZN0+Xv04km2w9MArGa9vI+P3cPbMUxw//hJMNWXU2aAmbfp2m9rCaxBR8vgC4nuE4f0M+09DcoFq62Gaiy3WL15g/rE3MDj7HhZqEXG3QMIOSQF+uMifvf3HOdZssDA3h80L4njM/OICk8kErOKJ0BsN6feHRGGFhcU26+sXWD6ySLVSpzsYEgQeSTomCITAt6ysLNPvDtAc4okl1ozjR49wYWONitQ54vssLEV8+Kln6ONRqCUIAurVGkWhbHU6FAhxv4sfGFaOLeN5HoFfYXu7B0C71SAdTUhszvz8UdZWO2x3N6jVA+qNFkmqBC2PZKPLix88wceeuUBWNfhJgYSlsSuynCLPmWu2CKIqw+GQHEuaW1qNCBA++L5nz1z5G3dLuKrmwF7dEbnaL8XhcNzB3JW64/zONDfnd5zfucv8zpMfW7/yl+3W4XRn5nynO053nO7cEtxzlsPhuCZuVoiM9wKPiMgDIhICXw/87pUuOMh87KiSyqUNI3vel72+BkX2bIiZbrK7lT3RsmfbyVfkyiZlv4E66Nwds7J7bJrn7La/PIdtVz1+hc9uz+cz85lhBMzldZ4tc9kDa7GaE4U+VqX8GNWWphRFxCvPlxxshmiGoBi9VB7jgZgCIykUCVhLGAT0uz0KG1AJWizOz5Fbw3iQY5MRg86AZhigYYt00kE8Sz0QAs+nQFmorTDWCueeeYJ6q0aSDogqOX5YZ+XIy6iSkKcZlVqE1QTjVxGvgtUeDT8irLYIGhUCX6m07ifJtvC9Jv1+l9Fwjci26I+2kWBIZhrEvYTO2Q/T9FOSLGU0mVCopT8csXZxk+XlZbIso1qtkucpSZLQbrdJ05x6vc5kMqE/6FKr1eh2u9RrDdrtNsePH6ff79Ns1kmLhKheoxbVWL2wAXlOWnis9Ta5ePEUL3rscT7/Va+hFTVohnU0teTjMfcfO8L9x5d55MH7uOfYEWxekKQ5270+cZyysrhEo1Jhbr7No48+ytZWlzjJ8YMaloBJAbkJGQ6HFGqIam38SpXheESaprQbSyQakKiHSoCqUg88FmpVsu0ettsl7mzT8sMr/GZuKdetOQ6Hw/EcuSHdcX7H+R3nd+4+v+M9/0NvbxSnO053nO443bnVuOcsh8NxTdyUEcyqmovIdwH/FfCAX1LVj171OpnexAUEYaf9W8o0y9d7hFYO2LdbhsuO7d8nIoemXfaSH5z2YVxmiA7oOZ99vT+//Wmp6uVmaicds/e62V79nfOttQeWX6ScmgSlibJSmhbVopyuZS1ZkuCFBgm96f9CAR9PEqz6GBQ0x0iB4GEMYC99bgWgajF5Rp6MqYQRvh8yP99Gkpgsr3Jx6ywaLNJuLLC5dYojyyt0trcx62eovvzVDD7xDsJjLyfH0PJ9uknIyvFFArPNsNtn+UiTuHsW41epBIbAjEmHfTyvSVApyOMUjwnibzEetalVc8ZWqNVDpPUA4Vg4e+ZD+JrRrKQM85DNrTM8+NDjFIlHno0ZdZ6kWpknz3OSJC2NTr1OlmU8e+487WaLJMsoKBBfyGxBkiRkeUqzWScvMgobs3J0ieFwSDzJCLxFrIW1tU2isEKsY8T6pGOlXhUG4xHNSInaFT5+ZoNs84NUalW+4LVfzMbGFrUoZHO7w2AyZCvPWFxewPcNx48fJwgiAuOzsbHFhz/4IYqK8OzmRdSGFJoDBY1ahSQbYvAJfZ8sH9LfukAgKc1qQN61rK1uYwIf4/n4FaE7ilnf2qTiedTrdXwV8mJCZ+3iNf8+biY3qjkOh8NxozwX3XF+Z29azu84v3On+508y67593EzcbrjdMfpjtOdW417znI4HNfKzQqRgar+PvD713PN7E26jM9U3vRVmOkZ57L5StcyHeuwfXt6sfenM9O7f3B5za4x0d0gW5cMBTPm5jADNWtwZtkxLYcZInT6V2bMz07vvzKN1WV2u+HNNKbVHvO1+0JKjyaCWCXwDBKGIGXcLNTioVgxGFtgALU5vgGjINM0rbXY0v1QKBg1iIEiGdMdDlhcXiHNEtLtcySTFIulLiPC6jKtpQU6G+fJMJigSXrqk7RbxzC5ReMOHbFoZImHQ0SqJMMuRRJTJAkjO+Roe4nOWociS2jU7yVlRLWmbK8/zfETLU73YrwggWCbQb5MQIO5xTqaP8K4eILO+VWq1SUiU5DHTeLRGUzQZ9gfsN03aDHgxP33M+j1iaKISRJjjGHseUxGYxbnFrHZFo1qjSjw2d6eUGQZqGI1Jk8zIt8jDKsYEzAeZfhelV4/xq+acgpY5DNIJkwyITAxePN4fsg9Dx1jnKS87Xffiu9VqFUa9IcD8qIgCX3OXVinUY1YXz2HweKHFS5sbNNqHUHCnIoxbG9MSJKUIouZREq1XqE/mOAlhje85jN5cCHgfU+f5Z2nBhRBDdWUvMgIfZ90Ymk36szXm6xvbjFKYvADWiajWmtd4Rdya7kRzXE4HI7nwo3qjvM7l3B+x/mdu8HviLlZkz6vH6c7Tnec7jjdudW45yyHw3Et3DGqtfcGb/bc9A+aYvRc0t9J5yDDtGNCDovNtb8c+8u4k8bldbq8DFc79yDTtHO+nTl9Ng01B5ulK+W1W18gz9PyJux5GBRrZ42SwSCIlOfa1FKkOWKVwlrwDJ7R6Yy5aTmKnIpvqEce6aRPlvkEfhVVpV1fYThImUwKosYRCpqsHH+MrLlIMDzF9mjAhdVnaHgZmd8iareZm7uHPI0Y9le5eO79pGnKYmuOZ1bX+MSZZzBBm3GyzfrFNQKt06obRsOc1twRJsNN7HCdxftfRLW+wCCZ4FeX8Ig4YpQ03qBarxHWQ8Sv059EBGGdUa/D/Pwi62sbdLtdxuMx7fYcw+GQXq9HFEUMh0NUlbzIUM1AylheeWYJw5DJZILv+xSFMhzEqPUwJqBWbVEL6kySIXEyoPA8fFOw0mwQWI+i32FzMqCfTzj28P3Ul9r0kjHjzJLik2aWNAerhkmS0mi3ML7gRyGjdAITJR/lkCmiPiIRQdRiHPtM8hBffOokNNMer37kIQIVclvQmg9oNT0azYC5Y23iCqz2u0xyS2BqVNMIG4Z4jeplvxGHw+FwHI7zO87vOL9z9/kd7qCGnhvB6Y7THac7TnccDofjZnNHqVZ5s/Qu3ahlZ5oRuxv2Uv+1cLChOezGv//Y1UyU6tXPP8iUHJTPQSbroPIdXI5DpnxNV5/df54VUCNYKV8X6O5rNXvzsrJjMhXPEwqbYa3FiI8tirJnnennL6b8wqjFF0OWZWAV1UvlKpIhFCmiFsFis5RQCvJ0RD0yVCttgkobozH5RKi2lzGBz9Zml4X7HiOt+iwsHOfYY19O6C+y0dliPLmIn26CtJjkQi3wOXb0YZKtU1ibk/X6+M1FWgv3Ulu6h+4gp2pihlt9KrUG40mCMT2KfEKRC52Nc0QeRI2jDMdnwQvJ4h6tmrDZN8T9p8GmLC2cJCl8omqLKIpoNpsY4zMYDOh0OjSbTVSVoigoCsX3Q4oiYzQeoGqx1nLPPfcx6o9oNedYX99k0Bthc0utVmfQHzFOYrr9Aer5zNdbeKnl5ffN8wUvfYDlZhMvHdEfZaSFYW1zi61hj0whtZY0U6pBgOYFik93mLHRG7M1HlFpRFSqhvEoYzxKGI0miEKjXmUyHrK9vU0WZ2yOxvz1uYt8fGT56OaQSSocbc6TJxm2EtBPJqRxRtodE+RKaAQ/UirLIaqKze2h32uHw+FwHIzzO87vOL9zd/kdrvC9vltwuuN0x+mO0x2Hw+G4mdxRDcz7EZFL5ucQcyAHbEZkd9u55mrmYva82W3H/Mz2Th82VexKveOz+w4qx7X0sO+nKIrSpBize/3+kQGHGbCyZ97sqZe1Fs/zyPN89/Ws+bMYVItyFWSAwhIEEbYo0yqsxeYJ2BRsATaHPCOJh+TpmDQZY23K1nCbhTkfTyz9cZ/VC8+QFwmrGxtkWYEN5+lkIU8+e5qTD81xYX2VqAjxvSq5iVlo1ZjEc7SCBp3uNnUP5o618f1FEi/nyMqLGXU3WVmust1PiNOEjc2PEccGIp8gCTCesjVeZ6m5TGWuTrdI2e51ePzx19J56hPE288Qmpj2wj088BmfW44EaLXI83LV38Dz8f2AWq3GeDzm/ntPTI25Evo+nhhsXpAlKajPaBQzP7fI4sIyQRAxGo0IgoDhcMgoH9Prj2gHc9RsxNGaMrjwKRbm2mhh6fcmjIYT0jSnWW1OV1T2qUY1xoMuoR+w3RvSWFwiQYjzgjD0iQKDFZ84yVBVsnyCaI5Nx0g+gWxEP0n5s6dWecsHnuKt7/oQvUlMf22DhtdisWhQmwRoIlSaTSqLTebuXSBoCoUZQVIQHrS8tsPhcFwnV2oceCHg/I7zO87v3Hq/88Qnnrxmv/Pp6Hac7jjdcbpzO3TnUy9o3XE4HLeeB+fmblled0wD86UedIuoxaCXetO51HOravcYE6sKIiAHrwa8c7OfNQb7e+APMkblX4uI7i3jZcZI9/w9zKTsL8dh+e7ff1A6UMbk8qe94tZeGkVq9NquL18rRi2egIiHFR+v0iTJYkIZEWlO4fuILRDxCO0AK1WqyUU0H6H5BLwcG1qCXDFFSjQp43UFxQDfCBvDhLA6R2KqpMkWg86zBH6VTI4gMsLrd2gGkAy63LdgGaxfJPeUdqVJe/EEQfVljM59Cs/0GfY/yTzzdL0aOhdSrzdZsCOeHZzBFB5133IkjJDlk4wnCZuDHpFNaDeqLIcRKycfobOxTeb3SJIRc0GVjTjH2pBq0MRIQBAELLz41Wx3N4nCBt7cccguYryMwajPOEnZ6g7o9PqogC2Udn2Oze42SZbS6fZI0oJmu02hls3eFgZhvt2mUa+gNiZJJmRpQafXJ04y4oni58LaZB2vXfDR8x2e2hI2N7ocXwqJ8hSjQlEETKzSaNU5emyZSTImsk3iOKGxEOLJEJPHePhYW0GLKkXcp12r0m41qNZCCoFx5kHQJMk9/CJEYo+tixnxsCBPA7JaQK6W4TBjHOcMhwPyPAZLwIWDAAAgAElEQVQtsEkBhY8mQhLnU9PrcDgcz40rNUp8uuH8jvM7zu/cGX7nvuNHrtnv3O043XG643TnTtGd5ReM7jgcjjuDZ7rdW5bXHdPAvMNhN+3ZffvNw7Ved7We7p3NXCHe0UG91Yftu9r1hxuuy0dzXSnN/fXcP4XsoDrP1nW/mbMWRqMJWW6RIt01bcYYrLVkmcUTDyEhiQeQF6hNoTAUusmkv0kSj1AbU683iZOMIrP4ZgEbX6QqI/r9IXlthfmTLyfNLW1/wLNPvIN4+zSV+GnOn/5LHj5xjN52xpGjL2LzwscZFEMSNXh+hdaRh/CXXgyhgU4fOxiR65i8UCK/TmPhcY7ct8yTT36CycYFGu05cq+NneTUs4JKYqkFddJijO+3iCfreJnh4uq7Wb/wLI++4g2sds7z6IMvwq8HjPoZaxcuYvMMbIHv+3S7XeJkQk5CNompV2skk7j8vApLq9EkEENrrk2cJvT7fQot465VKhXCMAQsLb/OwsISRWLp9wpObSS8/9lN3vEX72Kh1eRrvvQLWfYN0SQm74yIxwkqliAUPL8cESFZQH8jIxkIL37k5Wxd3GbQ61GpGsKqhx8UnHzwXhrtKmCJ4xjfDxGv/D6EYVj+7ymwYlnfuIiGQliPEBGSSQqZMukPyccxgcBXve5xXv/qk4d+Jx0Ox93HC30k8a3E+R3nd5zfKf3OT73lL+94v9OqR4d+J+8mnO443XG6s6M7d/5z1qeL7jgcjpKX3HO7S3DzuWMamFUu3zACRi7fJ5e2K5mBWa7FiMDBpuqg6w8zMNdahiulfVD6hx2fPe9KsckOM0HK3pEKRVHQrDcIowpb3R7k8TQNg+BhjCFJYjxrqAY+kR8QWQ9PJuTFGE9yWrUqkgs2z2jUKqjJqQQGtQH1xhFOP/Up4nibSZHQGfcQLZAckkGGTfpk22tsb5/hk0++k6gxxtQrbK09S2SqeKZPVKR01leRuRUqxz8HozGds2eo1Ze5eG6N0ca7mV9u84EPfIAHH30xcwvL5I0XM+ifZ665SOTF5GmXIuvRbizSqDXJxpscWWzQ766yvHQvmX+SB1/+2WxuXMBiSFMfQ0C9VsEzYPDIM5gkCX7o0W40ARjHEwAsyuLiIo1qjcFozCRJMb7PxsYmqspwOGQyGdFutUiI6SZdNvqbSOiT5Mogs7zkJS8lGw55dvUUi4tN7lleIlQlVKEdVok058jRJp/3ms/m5P33E/pVQol431+9hyIfE0XKyYceJAg9llcWGCc9jFcg/qVRIZ4n5aIYKOIL1WpEpVLBD0M2uhfpD3uEYURAQDZMCfGJPEPkedikx/bGmat+7x0Ox93Dtd5THTeO8zuHl8v5nRem3/n617/sjvc7RZZe9Xt/J+N05/ByOd15oerOnf+cdbfrjsPh2MtHVm93CW4+/u0uAADCbnyrw3qId08V2V3sYPbYYT3S+6/fv++gHuz9769l4Ygr7TusTFdaRXk2ndky7BiUw8otO6bwgLx2/+50K8yuXDxNz/M8Qq8ChUeSFiz4SiEClKveisL8cpN4AnmSYvEIjKWfdUish2QevslJxkpYqyOmYDse0a438QKDJwvc//BjGGNI1WPU26DqGaqtI9zbXEbnHqRRafHShxr0159ksS584APvxPYuMjr9FK1jx1hfO0/VyxhvVUjDIwyLkOW5mIudhBOLbfr9d9HvRLz4wVejlWNsbj7B3AMPMnjmPRw7foJhmjIYfphKskJoVvBrNSbJORL9LNpzL6fIfBotIdFl5pcVk32K/to2UcUnjbt4CONxgmn4oDCcxEjFJy8sXhAwTmKC0GM8jlEV0jwjS1ICz2NhaRFL+X+vVqsMBj3EDxj1B1SrZZyxKPRZWTjOp06tce/SAsOtHhqEDEiozdfJO0Oans+RuQWqrZD3f+C9VOtz1CoVsiTFeAXNdoNWu854krHd7VNrZFTqVWyWML/QoNUM6XR6pFmKMYZ2vU2/36fZqiEeVCoVjG/wjEFzi2cCUrWMBkM8H8x8nc04vOIoFIfD4XDsw/mdK6bt/I7zO3eq38n1LvY7TneumLbTHac7TnccDofj+eHOaGCmjG8lUv7duUkbc3nxymN7TdJBxuCKuV2lx/yg869mTmZfH9TTfVA9rnb9zuuDevt3VineTQ8QY7CqexYEOKiHXbGH5geQW4+8yGksruAXYwrfB+Phic+432XkZ5D3mcTr1KM5NBmA+kRRk+GgT9V0WD5yH2kBRTam1ryXPMmJswQptuh0hvi1Be478RAFdQLJSUSothYwVulsn6NVe4D6sYcZ2Q4LL/kiGsUX8eE/+hlara/m5Mu+gNEzf0H2zLuYNBpI0GI0usADJ1/B2VPvRrw5jt//CqJola1OFTM2nPvg/8tSe5Hza2c5ufIAzaTAbq0xDvt0Kw9zZOnzyYMGSTghyAU7GTDxx6z1NjkWvIalkzXWz36cahBS2E0qJKgqrfY86+sbcMQQ1aoU25ZGo0Gj1eT0mTPMzS2wudkBYL49x3gUE8cxBQVHjq5gfChSH+MbjApeRZAkZrzRZaI+g76QTCYsHavi1WvYLCVaaTEJCqQR4hERhTW2t/tMwgTfg/biPMM4IV4b0eusE9V8BqOEzOaMxgMqUR0jCe1myHAMk0nK9uY2xhi63S5z7TpRFBGoRXNL4AckSYZaoVprML/SxguUv/zoZrnCtcPhcDiuEed3Drp+57XzO87v3Kl+ZzC+m0cSOt056Pqd1053nO443XE4HI7nhzuqW+ygnuarGQ41ghUO3XbOnd325Ik9dLuaKZrNW43sbjv7Zo3FbN5XM2dXM18Hxf7abwL3p7EzcuGgxS8u67U3HiasEtVbTAbdctqcKiqKZwAJKYoJrUYDLWJEu9SiFkFYJyZATEghOXk+JE8zgrBFGFWoNBYxheHIsXvBKLEdE861CBaOE9YWkdzQH57n3nsfx7d1sDXywlCtzFFpHOXEo6+iu/00xSQhpcZg3GXOK8jjLZqNJdbXzjIZNUm0YHP7UyTDCZh1okrCkTRi0huw0l5i3PtzttfeTWf1Y1SNoHFGZgNMofgSU28YNN6mLsri8gOklSorD7yU9srD4LcZTzJa83XCSBmNe1SrEcPxmI2NDSphhe5WhzSOaTQaiO/heyGtRpvRaEJRKFGtijGG8XhEoZat8QZSL0gZ0R9sMYpH+IHwwLElFn2FxLJ5YYPxYEKmhv4kQaKA9c46gVqS0Zg8s6A+YVRjfWMLa0HwqNVDgsCnWotoNBosLy+zuLiAiBIGBsPOgiVe+T2wZewyIz6Farm6uGdQwAsMi0eW8TyPNE5ZXlnC4lb5czgcjuvF+Z3D6+z8jvM7d6Lf+XTA6c7hdXa643TH6Y7D4XA8d+6IBmbhyubgsBv8Ya/377ti3nJpEYadhRh2Xh+Wzn7DcLX0r/R+/77DetcPyv8wZsu+/2+5KftXbd65xlpLoQYrBhOEDPrb0+vL3vhGo0aeWarVKnksDAcZ1cCjyA1pmrC48iBRuER3e4QtRtQrVSbJmFzGSGjY7G1ibcryfJtxZ5soalGETWqtNqojilFMkWwy7H6UapTS7w5oVCJG6SrzD38mdU1IL7yXSj2kec8rWL3YpxHOsdU5R6fzLC959MV0N7ZpRwXFMGM07vLk+XOM+136659g89yfMux0qYSG8WSLM0+9l6L3AXrDAXayikm65EXKuD/AjH2azTZF24NwkcWVh8mosbC0QlGktOeqtNsNokq5KrLneYTGQ7Oc+4/dh+/7jEYjatUqIoLneQAURUGcJnS626RFylyljm8MS0tLiFaIqbKWWFYvrhEVE2r1iNAzdDs9JoOUcZyztbHJcrPO8aMNXvwZJwgCJS9SrLWEkU9UEdJ0SL3hMzdfIwg8PM8jiiI0tzTqdXx/Z+SKATWIwsLCAr7vEwQBSZaB8egPh2Tk5KKsrZ1ne6tLMkmJsyHLR+cP/R46HA6HYy/O7zi/4/zO3el3/MA79Ht4p+N0x+mO0x2nOw6Hw3EruCMamIFd0wF7b9AGvcz0qAfWKNZoqdlyKQ2j4CHlX1XUCAW6p7d7Nh8Vg4rBIpdtu4jubjv5zqa1v3xGyw329oLP9rwjellZrmR2Zs8xxkwX4VA8Keu786/ceT+77flMkPIDVG9PXbPCklulUPDFUJCRmwqpNYQ6wmQZxkux+TxE0I09ZHEFT4WtfsxkcoZnP/E+fD/FFgVKRiVZozvoYjwQqaKDpzjx6Odhwoj11SewVMnWT9EsOthRjzges7BwhAunt+lcOAvji8hwk6J3hgY+oa7SvOdebOcjBNZQE8vyfQ+jJkG8Gu1onou9D3NiZcD6ufOMoghJ6yw3HmW9mRCEUDGCqCHNIfJyqvlFPvX+P8KMPsnWuY8y2Vzjwtkz+EsL5K0W6aRLMB6QCaw8+EU8/NlfRE+GtOdqNMIK48EmXpCweKRBs1Wh0aiysLzEMBmxunqBfJJDXFALqhRpQZzmrK1vEIYVAi9gvjFHVmQEQUi30yUKfY4utplvRPSyhA0M1vcYjQvyMQy3Bkie4EvC0WPzPH1xyPs+fAqfBp5arB1TrVdIC2EYT0hyj9W1Cyg5cRyztTWgNxwxHA6xRUGqCZ5v8YzFiFLkKSaokUsVgmVGcRVPWoTGUA0Vi0W8kMwq1o9pLVWel9+/w+FwvFBwfsf5Hed37j6/4/l3zCPTDeF0x+mO0x2nOw6Hw3GzuaNUyxiD55U9gActHnagGWDqSQ4wDSqXeo1njdWNcJDJuZZe8j2G7QpTrq6U535TyLTORikXkJj2lF9L/S4bDSC6a8J2jFKhBWAgT2i3m3g2BwnwCqXwMsJKizCqMhpnTJKUNM3pd3usLM0hRR8bJwQIa6vnadUbZJMx62fPcuqpj+LZLqNen2OLj1IPUwh9htsbmEpIK6iRFCkFZ/G9nNNrp0iMMk4zzq4+wYW1Br2LQxJTsH7uXYzjDUadLfAr5KMNpFIhHnvY7H4WFpbwJSdOE47eex/t2mOIeCRJRm4LJknMYDhEjAHx6PcuEMcXGQ3PofkGCw2PmlFMEZNPelSDgjy5iGYjIlOh35sw6KeEQZtaZZ7NzU3iOGYySZifnycMQ4yBPM9ZXFwkjmNEhPF4TL3aoFqpA4bz59YIvACssrS0RBQFTCYTxuOYZr1Br9crp1MJVMKIKAjxTECzsch2Z8jpM+dAPYrUotYDU2EUW8b9EUthSDGaEGid8QAGw4R+v0+lUqHerNBoRVSjkFarRaUagoE4SYhHY/rdbdIipz2/wNLKceLEMIkNnqmRpwUUllGnYHN1eNXvnMPhcDj24vzOwXk6v+P8zp3qd/Ls7g8J5nTn4Dyd7jjdcbrjcDgczw93yCJ/JTrtCZfZe7ORcmWFKSKy+3bXBBgQLl+kQdFLMb4EdhISKdMUKbf97O4rmLkWCg42F/v3HWZALts/rahwZcNyUKyv0qgYlALBTCdW7YweOGCxCi7FXduXEgCBX04p0rzAeD6BBliNkchn68I5tB0wrz5FJcUUVcJaSGHnKcwqWRpDIUgeM1o/ix1n5F5Ao9YmHvSI/Aa1lsf5gTLubFCRCb6xjCdbVNqPExSGrc0NvMGzLN37GBWvglWPanOeJNtm7dxZqtFxinCO+5dXOP2pLXw5RcVvMupZOsN1mnlIc+EI55/9CJrERKnHZCvhxCOvY5yljOMtAqv0Bz3a7SZpGjM/v8hkMuH++09yfuMsgefTH25gbMIzH/5TanMnmW82qMgWw60tzp0+TzXIoZggWPI850WPPsZTz36CLCkIEHyE4XBIVA0RER555EHWz6/j+z61So3x1hZhGLF69jyVSgURD5tZWgsNqvU6g9EQLXLSNC5XgI4ztJigudJoV9ncWuPEg/cyniQM+gOCKKLVCkjHyiQek0eCiTwWKgGf0a6RiOHDz3RJAC+EpcVFfDFM8gyv7rEw16bXHZIVGZaCrIA0S8gzRYwhzuKyDFIjSQtsXpCbjNDLUOOhhZu65XA4HNeL8zsH4/yO8zt3qt/ZHcZ7F+N052Cc7jjdcbrjcDgczw93VAPzjqmxshMQf2aK1Z5e6Uvni90xD6AKdmZqFAhGLjdEs3/3759FvdIw7OY1WxbRA0X/cmMxs392NthsPiiCOXgV40MW4xAF1QK0QAHf8ynKKl9Wl6st6CG2ABTBEvhgNcY3TSbDHhInjIcxK0ctnhWsSRFtktshJmpTac5RScGkGWQjqhqQ+H2iaBmZ1MjSMarCqPspji4eZ2vrLGSGcHGOnIg02WRoK7SCkGj5XkadLZJojqjSwNc5ettnKNIBx+59BSk+T556PxWpE0Sfxdq59+FHcyzWlomiIYUJWFp8iMgvuHD2KQJvzOr6Uzz82JcymWwykVO0W3NYm1GtlgtAJEnGxsVNJqOcVg1smhGFI3rrH8PTEasXJ2STDVJPGPfWUb9GPNgiikKMF/Ghj36Q9mJEs2iQJTlRGLEwv0S9Vue++++h092iNd+afu4eXuCRJAkLCwsEQUCtViOLh0yShFRTvEAIjc/S0WWySQrUGPVyiiKj2bS0F+bwQiHVhNZik8IaOlsD4jRBghyv8FioNTm5UOF1n/UwUcNy9s3vYujBMBkh1ieLLeMkIzUZpggIQoPnVTBBgyzOGI9jAi/A2jG97RQKf9ek20ypV6vEkzH1pSpJGh/wbXc4HA7HlXB+x/kd53fuLr9j1XK343TH6Y7THac7DofDcTO5YxqYRaaxs6wtpyrN7tf9huVyg4Bebopm2b357553qcf5sPJcVr79qwPvzi6b6bHn0jlqLqWh6G68sNn0dq/bN/1st9d92vu/M+pgp7yeGlDQwmICg2IPHSpw2RSxwoJnpp+JYjXHiOBTYK3FqKWwQyoVgyQB95x8EUVyEYL78MWQKXhGET9ibuUo4zObRFHA5uYWviaYMEBVqM/PM4onqCg2nXB6Y5tm+xhkPSZZQdR6jCioE1SamP4m5zbPw7BH5cRxAj2BtVtsXPwkC4tHGKYXCSttKnM1VpZexDOnLxBVVwijGjZXUukiaUCWTgjCKkeO1jn11Dbz88cYDi5ANsRaSxyPiSo+SZJQFEoQBGRZxvzCMohHkQQUfkFWrNGlR5qmVHyPODMQd+mP+0jqQxhhvBDfh3iUEo9yWo069UaV06dP88BDJ1lfX2e+3ebU6VXEMxS5Mh6PqVbr5HlOtVplMOwRBQK+oUhz2vMt4rhAcqXiRQwnfQoDjWadcTKk0a4wThPac3XGozFRxaPSrjJMUxbqLSoScLQ9x6B/gbNbq7QnYxYX62yc7xFEQpFmJCmICanWqhR5jF8Yciy+75NLThT4+L5Hs10l8CuMRhOsLVAJ2NgcsNRaojfoUEkNoVc98PfjcDgcjoNxfsf5Hed37j6/I3JHRRW8bpzuON1xuuN0x+FwOG42z6mBWUROAwOgAHJV/WwRWQDeApwETgNfp6rbV0urNAEzq+xOe9fLm/NecZ01DZd2XurpPswczfZ6715/jTNPyg5EYSeO1v7yHPRe9x3bn9XsMWVf+WVvHK9ZE1WepKgWBKHHOJ4QVWuI+AeOENifn5TVoIzqVMYdiycjKr5PkSaEQcAki6mHwjhJ8JsBvfNnOXryONgAxE7NlKISUq1WSSSgXm8yHj8D9iW0Fpr0RhsIOZ4sMBwUDJMtTsw9SJJZqo17qIZC4kHeX8UEBt9W0XDI5jPPcM/Rec7GPQqTMJkkLFWrXOyuUdMhI+84jVbKXLtOb/1pUuokndO0GkPiIiXbHtGKhojJSJKL/NU738lDK4t0OheZX5jD2pw0zahV6mRJirXQ2V6nUWsyHMWIZ/AipYgHRF6IJh42TdBYaNVbVKRAtSBJJlSrEUme0Gw2adRrxPEYP/TwfZ9qtYKYgoWVBZYXFnn66VMsLt2DZwLG4zFxltKo1ihsSqNVZ3vYZWNjAz8KCL3/n703i7EkS/O8fmex/a6+R3hEZEQuVVlZWV3VVdU9rSkYTfdMIyGgGTEtkBDSDBIaxCIh8YRYHhAvSPOAEPOAEAhmJBACJMRIg3p66Ab1Xt3VXVVZuVVnZuy+u9/ddjvn8HDdIz08PCJzKpfOqLJfyHSvmR0759xws//9X/vsnE8TD2K2wg0wlitbW7zxxhv4YZfKOPb3Z2itsdZgpE9vsIbfOLpIBvGQ2yf7/PG7D3l5s8vD3Sm+ihHOIYwimy8w2qEiQaBASIcxNVRn15WkLEsSIxFKMugFRJ0ORdNgcWTlArSHSVOk5z31fPus+DR1p6WlpeXj0Pqdx+u/uN76ndbv/LT7HezlN0o/S1rdebz+i+ut7rS60+rOp0/7O6ulpeWT8GmExX7ZOfcN59y3T9f/I+C3nHOvAL91uv6RPBbtvmhqTrk4tOn8crGOy8pcLPe05WK/HlvnSRP2Ue1dWs+FclJKpBKPovUf1cezY8DiTI0Q4jTL8dO57PPDaRDfWIQ1eFpTFjVSShbTBfGgi/QEnc4GvihwLkDIBuE0UgmkStjZP8AIxXBtG2stm1vbSOUjdICShslkwspwjaC7Tr+TYBw0RPgyxeYLsqM9Tg4eUlQZ/d4q9fgelO/TjzXdZIvx6JjdO28xO3yL2JTEnU28yGdaaqxoWNnok51IqtmEIFxn0OtTZwrt91jpxdwYrpBN9omTAM9ThH7Axto6YRhibI1wNYGGyeiQwbCPUgoMZLOC+bgA44OooRF4UhCEIDzoDkN6fY9+N0ZKWGRzlK+w1lI2NcNhH9/XBIHH/Z2HXL/5AkLAeHJCZSrC0KeuS5IkYT5LoZF4zqdKq+XfV1mCWNKIjOnimCtXNvE8jzQtsUaQznJM45BOMh3NyPOctM4h8pnVkr2p4HfeGFGaEC18tBXkaYGQy+FXgdI0zlLXJVHoYxsDVpDnOb1+B2MhzQqybEEnjpiPT+h1A8JA0B+EFPmMwP+Yvxw+fT4V3WlpaXm+eJo/+Jxo/c5HtHdpPa3faf3Oc+53Hh5NuHj/8XOk1Z2PaO/SelrdaXXnuded6XOvOy0tLc8Xa51PLjqfxbiLfxn4+6fv/z7wNz7OQU8zCc8yL7CMwFuxjDyfReOVAIV4bKgUXJ7E4bJ+nEX33XLDR5qiy/Zd7Ptl608r8+GwreX2i1F1IQQGh9QKIQRRFIE1COGQ9unm7tF2JLjlqxACpRRBEFCWJXmeYq0j0AH9/gCjBaaZESZXmRzewaoAKUE6iXMG6xRJ3MVaj8m8ItE3ORrfJYlDppOKpsjZ3t5iPLnL17/6L3J0dIKve0yzYx7sPKSrFsvhTLYhGCiK+QlrqwPufXCbw4dvUs8fEgrFcNCj2LnDYjJjcvge0bBHVXjs7KSY7AEv3tpkNrpPGAdMjuecnOyQVSVZNkGYQzpKs76+iqeXma7TNCVP52xvbeIHijJrGPSGxLFPf5CgtQdWoqRkMTvBGkHgraFEQJJ0EWiyrMLzQjyZkJUFSSfCshwWl2UZzjmUltTGEncSrLV0en2CKKLb7TMcDgmikPFoQujH5POCUEeEKiCQGi0VVVVhbcD+7hhnNRIPXwikqxgOQozJiDzJar9L0vEoVcEHo7vQiZhMDbszgwgFTb3AU6AldHshvidQFjq9Lltbm/R6HTylaaqaXq+HHwSkZU1eG7K84Uc/eJMk6lLnOb52BH5Df22L/trWM6+nz5GfSHdaWlqeLz7qO/xzpvU7l/T9svWnlWn9Tut3nge/89LNqyj9+Y/Yegqt7lzS98vWn1am1Z1Wd54P3bny3OtOS0vL88Xx4pM/yPNJbzA74DeFEH8qhPg7p9s2nXN7AKevGx9Zi2A5HMgZlHAoBFrIx76wz0fVtZAfGhsnPlw4NUB8uJyVPVsea1aIx/ad3y+EQJ3OUSbEMuJ9Fvk+69dZH4R1j96fma3z5ua84Xpk2BC40zD6RVMihUKI5VxgVmq0AWVKFA4hFdaBFAprlh4pVIJQWoQrccriSYWzy3QSArk0g9airEU6sHKZPENiENbQoMgbRdBdJYiHCOVwYkY1mtJxc8q0RCUD7h1OWcnuoqzERBHCGkLrSM2MgZT0eh2q9W8h6pyT/T8iDBZkc0V2+A5bvW2OY0tmLYOVDcrpiO7GNnfe/j7DoWL8wW9iT3YZTw45OMp58dUbGBNxNMq5+fItdvbvcOvqC9SB5Xj3PbzyiM6aoHPlW7z71o/R2w0d5bO/8x5quM4i0wy3IkbFCdPxEVVVkWUF8/kcIR1IQVpWLPIC2xgGgxWapqEqc9LplKaqEEqiw4jO+iqB30FGGfNqRpHXLCZTZG3IZwXzeYrWEucsni9YHXZoqoK9gwkPd+eU85pyUXK0f8g7775NEPpYVzOajAmCgCTsMp1OieOYsiwZ9Prk84LJ8YymllCD5wWMJzPyumJ1Yx2UJIgjrA05OTnByop5mWOUT5UXdENBMhAE2lIXUBSCohT4UYhzDV6oUJ6gnFfM5xllXtGLY1YHHYypmS5SlG3Q0mEE6KjP0cGMdDpHmhqFAlFy/8Htj7y8PwM+Hd1paWlp+fi0fqf1O63f+Rn2O1VVfuTl/RnQ6k6rO63utLrzedP+zmppafmJ+aQ3mL/jnPsm8M8D/54Q4q983AOFEH9HCPE9IcT3inRyadT8Q/NgnzBBZ8kYzkeOpZRPRLHPTMfF5bKyl0Wiz/O0LMkX35/V/bSnAc5H78/Xd2awltF0hXQWbQ1GSZyQ+KJBmhIt1fIYJbHSo7aCRVbiGkMgDZgK5QzifFIMKUCqZZReyEf/d1IuI82dTgeEQgUhnd46ed3j2I6ojaLjPNK6ZH37FWyxj63n6CzF+YI86pNENyhmf46XdCnmb9Pp3mR+tI81irJ4iGh8ei+/inn4PpubL7GYLth+8RfAJhCuo12AHX4dxnt0vZrVKGR/Z0RvJWK9t1pBfR0AACAASURBVMHx3bcxsxHTzgrHD4/YXn+ZadHB7dynvPN7DDdf4q3fPqTbs0yPx1zb/gp+J6Yj+qiZoMx85jancQ1Jp4NzjrquCcOYk9GEpN/HDw2T6YjGOGqrgIhedwC1oc5PsE1J3UgmC0e0dh3ZHWACzThPGS3m1LVBKE2RNxwfjznYPyHPSpraUteGsjA0NfS6Q3Ye7lOUDVVpSRclRVPTOKhMg3GWBw93sQjKpmE2m5MVFaPJjEVesLd7yNH+EYvJgpPDk2UEXyp83ydKYpxzWLucT8/zfG7d2qK2KWjD8fSIeZ4RdfsM+qsUuSGvc5qmAukYzcfMFwv6g3WSZBWlEpp6OYmcqRuEEHiexzxLaWzN137pdXpb3Y97yX+afCq689l1r6Wl5aeQ1u+0fqf1Oz/Dfkd6fyHJtlrdaXWn1Z1Wdz5v2t9ZLS0tPzGfSLWcc7unr4fA/wn8InAghLgCcPp6+JRj/zvn3Ledc98OkwGn5R/tv9z8uFNTcG44k3BPLEJ+uP0yA3Pa/vL1dMjX2fCv81H2pxmiywzTZXVf/CznjwEemZyL25d9lygcHjVWKoTUSFfh0Swj+FJihcRJD6t9LAIlBa4ukbZeJn3AncvAfPrGXW7ojGNpjJDUtcCLewyuXmU8rpAmJQw0K6tXMXaMcOB7Fls31A6GG1v4YRdjDFtJQSEUwg7p+SVJ1GUyfYAX9giZUzWOabrAj4d4QUwddLBNQxNvEsocasMk26U7vIZRCV7cxdLh6tUtxn/+JnE/Ie926d54mSZZpTvYRAUrhDe+gRU1L92KuX/vTXTQYXSwS3q8RzKQOM8HYDGf4vs+8/kc5XkEQcBoNCFLCzrJkDxbEMchWmvmiymN0WQZ2Doj8MHTsJhNwDqiKME2Dk/5xHHMbLagLCtwkmvXrhFFEVVVsVhkpHlJY0EpD6k8irxBCEWeVzghKcua8WzObJ4ShhG+F7KYF/g6wFqLcwIpFN1kmRk5jjtIoQniiLqumc0WjE4mlEVNXRkWiwyQGFPT7QUYURH3EgarKwip+eD2fZKkS5JESE/RG/RQnqS/0ifPc7rdLqaBplo+NeIJSaADOkmPujHLBNnG0AvjS6+vz5JPS3c+r/62tLQ8/7R+p/U7rd/52fY7Sn7+N3pa3Wl1p9WdVnc+b9rfWS0tLZ+En1i1hBCJEKJ79h7454A3gX8I/K3TYn8L+L8+Zn2PXi8aiceNw0cnoPiodi4zLM9q87I6ziLjTzNCz4raL3dc/jmklKjTyLd0LCPk0iG0h61LtKtQCNzp0wZOLKPrYadLUxvS6QSFQWEQnA7VespHEdIhhUNKuXwCAYlQGuHrZf9sl+7wKlkzp5nsU0wm7B1PqZuKxpXIykCT4/UjpL/J4f4eIi/Q/pBkuML86DadSFCbGbsfvMut6z9HbQ1XX3qJ0fiYg/GUwdWrNBi8KCZvCvyVCE8q1ta76EAj/IpGQt29ztbVb3Fw+BBdPmCxewfh+Qxffolk2Gfj6pDRLKFezLHpCK175KXjpVuvESUrRP4WZZZTVQ3COkI/IJ3PCcMY3wuZzVKSuMvW2hqirlEOgrCPjtfxV26SW01jHMJVLMYniNoQoMFaBoMeUoJzBh0sI89hEpNEAcIZnBB0Oh3qpqRpGpRS1HXNyckIYy2T0RilFL7yCcOYLCuYjqf4wsNWlkWWsrKygvYUvu9RliV1WS2zUOc5QRDgeR5NZfB1QFXULOYZTW1pasdwdY3B6gqD9VXSquLwZITneYzHY7T2iTsJpSlZWRtgRUN/tUNWzcmzFCkcvnN0/Qgah3AajIdymjIrWUwXz7zePm0+bd1paWlp+Shav9P6ndbvtH7HGvvM6+3TptWdVnda3Wl153nXnZaWlp89PklYbBP4PSHED4E/Bv6Rc+43gP8S+FUhxHvAr56uf2yeZkbOhkNZcbk5uljHs5Yzzg/ruqwPF487G+Z0duxZRP588ouzxfDkBNmXmbOz98shNxZnGpwzwDJq2dQl0i2TSkgpKcsCJUBjTo0PICQOTRhHJEmCcg3CNEgcZ08jCCEeJUOQAjwpkNZimxrpLAi37LMTGFPhCY3vAiolafwuNjuiI0Zob5NAGsrpAX49x5ocS0zdFGxsrlHYmACNiARxf5vJ4R2KxpJN7rF/b4SUmv1Rxub6OmtXroOIkCpEmIZk7RbTgzmr66/y8O4HNPOCzfVv4ve2WR2ssz8/oj/YYPf2fW6/+fss9t9FVxXra1cp0gwVrhP5DlkfUdUZq2trzO0xJwsYHY9Ikj5f/tJXMMZw9vBFkaUopeh1r5EkfTzPQ8gC5dXUjaOzsk3JNvH6z5OLFbZvfhXPj4ijLoPVNW698iJGNPi+JopD1tfX0VqilMCYmiBURIFHmad4p5F8nMM5gzENWZrSVA0SSRzHFFlJUxnKsiZPc7CC7e1ttJaEYchsNiP0A4QQVFVFFHYZ9NewZrlfCEFd13Q6Hay1TCcF00lKknSx1mIai0BircU2hulkTl03OCSNsxRVTpaPwaXEkUc38sEYaBxNaTGNRDQCV1nSdE6n87k/wfyZ6E5LS0vLM2j9Tut3Wr/zM+53Lk658DnQ6k6rO63utLrz8S7sT4/2d1ZLS8snQv+kBzrnbgNfv2T7CfDXPkmnzrhoEKwAnAMsIJ9pfh4df0mG48fqPmc8pJQIe3nmxDPjcLFfl5X5qH49Vse55iQCTk2KlhaHBKHQrkKKhBqJ9j3KdIZOAjSOhlPzoyTOeVjp4WxOkTd0ooTSukefUSmBMw0SMKZC2oYqz4m7etkWDodFBwoaiXQSqyVR/zre7ANGR7dxZgvVzJkd7pI7i7v6CnAV60YkyUtUgw3K7A51E9LpX2GQNvTWfHbfu8ew/x5J+A06/atI6RHEXcrFhLJsWFu7RrE/Rg37VKP3WVn7GqkZ8eCdf0ynv4ZKtvj2t3+NN97+Lh2vYCgNKxsvMZ9Omd7/LsJ2GV7Z4PYf/pBXXt2kWIxJ5yNeeu07NCEsjv6Eytb8+L336SchWVHQCwPKsl4+uSAtja1wRBRVl7Rs8OINZumMOFlhZfXL3PneHtduXMNLJIOe5GC8Q17N2NzcZPf2Pbq9DkVZ0usNaJqGxWKB0gKBIwx9hBAkSUSe59SVWWalRtBNOpR1RZZlj5nUTifBGMtsMqcoilNT02Bqg+/7lEXDYnLEdDJDKYWWgtKUaKExVU1ZlgirQUkWixmz2YymdkRBgFaKxlRExDizNOt1bbEGktjHKUPkBwjT0Ot0aazC8z0Gw1WMLVlMD7i5eo1ZoPiTjzzbPz0+D91paWlpOU/rd55epvU7rd/5WfE739ef742eVneeXqbVnVZ3Wt35bGh/Z7W0tHxS/kJmjr+I4BlDnDiduwp3IfnD5QaFc3WdXz+LzJ9POnHxmPPGRojH5wmTjsfeS/fRw8zO13WxPxe3n193GIwtlsO3tMYXDlNbdNihdpY4CqjLDEGDxCAROAvGAmo575XnK6xdDu+y1gIWZyxKQpGn+FIgrcE2BdgGJeEsyUdtBI6KRgmCuI/2A2YmIqsEMn9IkaVsba6gsjGrQY0VFhn0cU2JVCHJYBUv6CH9iM2br1AsctZ6KwgxpZju0e8EZE1BXqb0A00+O6RRivHRERLLPEqYyYxJWjGpHZVtePeP/g/2Fu+yuiJ5+fo1ZtNDvKhBxhtMpgqXH9CPN3nxK1/iaDrlha1fYXtzjeOTOa984xd48eV/ifEiZ3Vri8kixWlJXpUoX+FFPog503SX0nl4wxfwh9e5dvNrzGcHjHbexDeHRErQ7awR9Va4/eAOVb2gynKycYHnedSNoSwrDo9OuHPnHr7vE4YRddmAFZRlze6DXfKsPI3uS2aTOcY0lOXS2DTWkBcFUissgqqpWcxzsrSkzhu08lHaJ89qrJF4XkBVNSymC5qqoalqTN2QpimeVGRVCqIiCiSDXgflwNUO21jKvAJnqIsSnKRMG0wtqIoGaTXzeU6e16R5hbGCpD/gZDImzSb8pW9/lfWVjO/84pWPuLpbWlpaWs5o/U7rd1q/83z6nU7ifcTV/cWl1Z1Wd1rdaXWnpaWl5fPgC3GD+SNRl2cLvpj1+CJnRuc8F83NoyQUHxE1v6zusyzLl7XzrH49URfysfLOOXA1aVbg6YB8PiP0faraILWirksEYOp6aXqwy6FfOITSrA6GpwkL3GOfSyqoqoqmKjGmwdiaMs/AWbCGpqpxxiKFh9Q1pQXTKAQG4w148eVvEokRQRAxzWYkAuY7d5kujhD+FaajI/JJxjjtMVhJqPIRk+aA6cECk+csMo8ksrz/4zdImwIdQrY4YW0l5K3b71GXU1i5yVdu/St40Qab2z/PKzdfIlKCuP915uMRRx/8AUcP75P0XmTnh/83h2/+TzSdHgsjef/9H2E1eF1NGA1Iujm9ziaFneF0h7XNLcazOXGvy2A4xLiGosrJy5ximuAHfeKVPt1Nn1wfcDB+iGkqXr3+dfbv/B4bPUGoNUpK/EDQ74VQ1Ix3RuR5SZ6X7Ozs0e8PsQaqqqEoCobDIZ7n4Yzl2rUbCOdYXV1DKY/AjyiKAuVpyromjGNW1lZRWlPVNRYIvZBe0qMsa4xxJEmXuNMlz0usBYVidXV12YYDYwymaQjDkNX1AVI5jC0Z9Lpcv7aN1hpjHL1un7oqUEoxn8xRMsDTEU0NWgd0+ysgPbauXKcxjrQo2Ts8oKxzdnbvcHCQ8c7bOx/rHG9paWlp+Ri0fqf1O63f+UL6naKoP9Y5/lzS6k6rO63utLrT0tLS8inwBbnBfGpChMAiH5tjywoeRbKXi2TZ7bPltIZT46CFfKz8ZcbmvME4W79s7rHz8345KZbDo869PmFWeDxCftaHs4j8+f3nt50lonACkAqEh2wGhKFP3lQIHbDI9lBCImWPUgiks2gs2WyKdg6leZREYi67ePUBuqporCBwI0RVUOYVgWwQ84cUixPE5BialJODXaR1+GZE6cDXAkNARwtMU1FOjliRCz64fxeGN8lufw+AYw1qMUUe/Tl1ukc2H+F3BEk3IgqHFHlOOUuJV6/hRMZilnHvYMH1rWsU+3fQsssw7lDYhq+srbJ6/TXMfEbqRggRceXFF9CbX2W/itGcEEZ9XvnGr1DXhmHUINdf48u/9K9T7t9ZZt+lQNcjROYTDC2HJ4LhepfswHCQv0kSSaRLWe8P8YWPqS15njOfZ+RygrOa6cH7pLvvoWcTytlbxDrjnff+Mb7XJep0+eDuuxhboK3leG/O6uYGBSVaQr/fByfpJAH9bkRta2qryfKK6SwlK0r29/fxggBjGuq6RGmBtYK6rAk8hXUVZVMSRcskHMooJIJskS7//giKrMQZi9YazIfz5gkl8UMf4xqElBRFAVQoGVJWmkVaM11MaVyBdTXdJMY0ETa1RIHAeJZ49SrGwWKxwI8Vg7XrGBkS9XpMp1OkEORFzMOJ4U/fS/nee5PPTBVaWlpafvpo/Q60fqf1O8+f30mL5jNThc+eVneg1Z1Wd1rdaWlpafms+YLcYF6yNAXuMfNwcXjTWTT9aUOwPqznySFRF8tfXD8/NOxiPZftv1ju8X4+npQCPvyCuhjxvtgPKSVaa4RQaD9EhxHaj0nTFIldZs2loa7H9HuWopignMY4jZA+tipJG02ZH+GZCk/6pKPbaCHZ3TtAokmP72Gloimgnu8yOZkgdcLiwZ+ymI7QQlOU89MkCWrZMVsgnWKa7aNmd0m0RrgZo523mZdjdu6/Q3o4IpvNcek+obQUpVlG7ZMBns65taI43P8DgmZCtDig0R7jOwd0V1doSkttBH5nQNSJEKahKCqiJKHKC2aTkukiQXfXOD45wM5rTo4Kelde58or30L2BhyNJVFcc7zzZzRTw+TkIdKb0encZDauUDKmrHKMyQkjRX/QodfrEfiKMl/gK8nkZEQcBIRaMZ+N8CWEsWVluE4ShRTZBC1WSLPR8v9NOV649jLFrMLDQ1jFyckY1zjiMMI5R1rk5GWJH4aUZclssWA8nVDVNUWa4YxlbW0DYR3dJMLZBiEcWlrqssEZ0NrHOUFZlssnJJqGpjZYC5PJjNl0AQik1EipsRacFaSLHK190jTD1A5TOTQeWVqDM0RRQrfXw1Pw8N671NUCtEIHA8JkyMHxCScnR6yv9lHSIoXDUwFz05B/vIdHWlpaWlrO0fqdD8u1fqf1O8+D33n6hBHPD63ufFiu1Z1Wd1rdaWlpafn0+ULdYP44OPn0SPZlZueMywzG2faLZc4i6pfVe36I1tPqPD+k64yzjMdWnEbAL2RDPp8V2eAwtkFqRWMcjZOgNGGcMJ1OKfIMbIJyPapUQNmQzidEp5FZgpL5RFEudhF2Sjmb0xcNhRmTxDHpYko/1ES9FbodH09p4lDQOMti7x6d2GcxmzOdHBN3Ijau3mCyWBDEEUl3SLhyA1lkiPku82KGFpLIdvHw8fvrSDtnND3GDzxiCcd7R9y68TLKGvZ37pLtHeFNHnD/nf8Xr9ult3oDzJyVTsjWlW1yqzBVzcneQ7JsQZz0KIqCji7wlU8YSWhO8E0F5ZSv/dzPc+fhAV60zsa11xEiZmUYEUcB7737XUYHf8LL17p0kiHOOHZ3HxJFAd0kQEvxKKO0YznkCevAOO689z6r/R5RqFksJig5QWNpigapCzzdQQiFqRdILKbKqfIFceRRFBmvfe01FumEsqnZ3NzkypWrNE1DEEVMp1P6/T5KCzqdDrdu3eJwfw9rLU3TUNc1QgiMMWgp8X0frMNT+tGwvCAITk84QdNYer0BZVEThhFJ0iEMw2VUvWjIZjlSLIdsdTo9hFB4ysdTgqquGU2mOOdY7feoaw+j1pnmHmtbL+IFHZqmYT4b4SmLsSUg0cajmrdDt1paWlo+C1q/0/qd1u98cfyOfUpyup82Wt1pdafVnVZ3WlpaWn5Svhg3mMVFA/L4kKrzw6cuRt+fWuUFE3R++7OW85yPgF+c++vj1P20PpmnxCPPHyulpGkahNI4oakNaC9gMBiwc/8eaXmCHyhcU+MLQzF7SDa5RzOb4FTC6tBDWMfBzru4yZS6nBDrhtgLCWOPXn+d0kiOT3bor98kG++hKBms36QsSzwNnU6PxggqLGtXXqC3eoXbd+8wHLxE2BmAFxGIhGHi0RlcYaM3ZDzfp+v2WaQj5vM5xwcHxKtXeff2AZ3Vr6EFhHSxpkcQKD740f/D1Rc2ONg74t7he/hRRBAlYBXpdB9TzRHCY21lSFEegS258/Aesjtg69aXmOYnFM5w49VvUqQZB+MT6lrz4x//GB1YYq1Y7L/H7/yjf8DoeAc/ULx08yWaxpKlBWWVU9UpYRiCkzS1pSwbDvaPuLK1TdM0+FrR1IK93feYTN4lDBrSxSFNpUizCdvb10GU3Lp5hX4vYDwdsb51hR/88EfUjcVay2QyIc9zHjx4SFWUeErTVDWdOGF9a400m7G5tU7g+/g6IPBC6sLgezFSSvrdLkEQUBQFvu+jtaaqKs4uYWfB90O09smzkjzPmc3mZGmNcwqtl9mVPU8xm00IAo8sWyCEpTQWKz2qxiLRFKVibeM1uisvcm93Qm09UDFZXtO4Cs+TGAu1kRinn3oNtrS0tLRcoPU7Txzf+p3W7zwPfmc5v8JzSqs7Txzf6k6rO63utLS0tHz6fDFuMHNZ8gd7uny47bwRWQ7hco9lIFaIxyLWZ2bpYvT6bPtZlP6sjY9rhi4zPI/mZ/qYRuhpdZ9hBaCWpg8pkHo5fKppLFvb14h6EUejHbLiiCw7whclVFMO779FQITUOXFniFfMCD1LgcUc7iJMTW9lnVlRMZtNEErT6BDPWebjEbK3AUiiWBMEEVJ4VLbG6Ziws0kjBF6yzs7ckudTpArZPT7mZO/3SSJDUI8RxRxtoR93EWEXFyq6N77Mca4wTUkyDJkGKwTJBtnhQ/Zvv8GN69/ma7/wGp6U9BKfQGmmJw+JdUUgNUEQ0BVzFntvcW0lIgp7PNzbo5jt8NZ3fwvPGnrDPsLTHB3tMD3cI/YU1WJOrEICKbi63UOJiqOjI8rCoLXPoNsj9DUID6F8qtoilUd3MMQglpmIT+eYiyMPIfZJ0/dpKksYaZwzvPLSl9k7OGLvYJ847jCb1/jBECs6nExKbN2wsbrGfDJlc22dfJFi64bBYEBd1xTlDC+QgCWOQ4wxNI3F9yK0ChBaMM/mICyer5BSUtc1VVUhHORZRlPXHOztk6fZaWKShtAPkE7SS3p4nkdjKgaDPjdvXQdhCRMPtIdQEmst2pPkTcr6Vp+GBU4ogihh/co2YdRHBwndfo8r169QmwYaiSnbyHpLS0vLPw2t32n9Tut3nj+/85TZG54bWt1pdafVnVZ3WlpaWj5rvjA3mJ9mGs6bnzODcXH/MtJ++XK+7Pk2zl4fSwJxoe3Ljrl4/Plt56PwF03N+SQUiicTU2ghH9t/VrfCIQVIBFZIhOcjvZC69AjCLkHUJU0NobfBSvcaVze22X33nxD628zmR8RCkdojkugKh/ffoi52WJxMEb7E5FOCcAU7u0te1Aw7A+JeF9/3ee+dtzHpFCUatPTIK4sVPlvXX+HOW/+QbreLCzya8gNWuqtMRnOkMmxuvYpa/yqjQpGmOS7ZZCNYUE/voqfv4nVXuP/Bjwj1fQ73drn5+q9zf5KSLe5S7hlsMWP04F0W4zv4zlJPDrHpQ+qmYnwwxzZjZsfHHD44od8dsLb+AoM4wk6OEKrHi1/+DoKSjV6MMA1hbDg+vk9RTjnY2+Xo8JCiKCizHIkkTXM6cZ8sralrw9HREf1+l6LIyPOc6SKlrhymycgW+yS6y0q/S6erEbLiW1//qzx88GOcjKgreOXl13j5pdeprcfGxg2UDMGTHE/HXL/5AnlVo4OQ7mBIlmWkacp0ljGdzpFSkiQJ1jasrAzorXRxytLYkqQbEkQ+tanI8xSAMAwR0uL7HvrUGJ+dh57n4fseTVORZTMW6YQoijDOMp5mNM6janyk8inSjKZIQdRsXO2BOmRy8Mcc7v0hD+79Pm/96HcpisXSFGqJ0pZuNyIcRoj4CyMhLS0tLc8Frd9p/U7rd54/v/PF+cX0k9HqTqs7re60utPS0tLyWfOFka1nRrPF5abj4vvz9Tyr7mdF0C8e+7R6Lit7cXjXeSPzUX26rK1H9TqLVKdlpaaxDqVKnHP4QQftR+jIwypHXlpuXPsGJ4c/ZCVcwUQ9Hj68jy6PePnnfpmDnV2UmbIYpSgMOgA5PSLsDTg63kMUGZ7SXFnbIl+cEMoG1wiausTYijy1bHWHHN97B00Xmwvq8oh+3KExjrK22HLKcGuFwBe89spX6HbWkPkUP0zwlc/G+jYDPaAsS7Y2PW6++k0G3gHj0udg5y7FdES22OXk6Bht4Wj/x1y9ss3G2hb7x/fYutJH1RN2b/+QJO5jydi7/31oxlRmQX99lXmjMH6EkyEvXvsSw45PsXAkcQ/hLFtX1siylI31LWbTlG4UL6PQ3S6L+RThDFk2o99J6Pf7BKFE00GLEE1CkafM5ym9gWJ/J2M0PsaZhiT2KKs5m5tDvKBha7NLWVdkec7R6IQgjnBSMEsXoCR+FOLwaIxYDo2yhiSJKaoMRwWiZnV9FSRILQjDEN/38f3lnG5KKXzfJ4oi4jgEYdFaIqUgL1K6vRA/UBjTUNY1xkmUDEmSdaJolcVigYfER0IN2cLQi7oMo4jVfs6gW7B9NaIoZpimIssyrG0IA49QCla7nadeLy0tLS0tT9L6nSfbelRv63dav/MF9TtaqSfO3eeJVneebOtRva3utLrT6k5LS0vLp8IX5gbzh0iEUEgnUaf/JJebkWUkWwISK5aL43Q5PeS8gTg/NOossn0+0cT5qP3Z69PMzkcZJyEElsuHjV1mdC5mTv4wwr78fNKBsA6DwI8TpuNjOp2I+XhEDOh8jjYVjaw4Pn6I9GKO9t/ClCk3t3rsj95HGEm0cY1UxnQHHfz+y7jpCVW8xeHhXeL+VdLjP6c8foDfDSkZUB3tU7o53rDP9GCPze0bSL3CIO4wK8dEmy/SISHqGOJYEfVWUPUEa2ek9SFzNeXo5C7d66+zsv4l0lmN1xWkds6L11/n/bd/E6+u+MPv/gY3V4essSA0C2Swzmu/9NdYufYKr7z4l5idZJzYnK3NW8yqmu2v3GBrO6ac/5hwPKHjgdt7D3P4Z0zHJ5hyBsCwP2Q6X7DeW6OXaJxV5LWlaiwrqxvcvbODsXB/d4e8yhGepBGW7qBDNwmp6pyySalqj9EsJa0yrKwos5zrV7ex1mcyW9BLJLdeepEsbxgdHPG9P/pddu69zyKfUxeOuqpwWDrdAKGhrmum0xRnJIs8w7maND2hLFKqosIYixOWuKsxVY0tKhIVsjFcxZeKyNMoZ3FiQdwRxF1Nt9/BKYlxFqEkUil8HVDkDuMkRZlS14aNjaukixGTyW38RoB0VI0FYwk9i0NhG0foxShniCNNOBjgrSq8KMJWDpoGW9XYqk3y19LS0vKT0fodaP1O63eeD7/DT02yrVZ3oNWdVnda3WlpaWn5LPjCZOgSQuCA5XArh5MgHiVpkE+UfWQw3JnRWO5z58uce/+ojbOsw+7DNuHJucnO2rhoSM6XuWzbY/UI4Cmm7ePUeXG7EIJlHFOwtfk6ppriXE5lFxyeFIiRwo/6lJWDMESvfI3o+M84zCNOFgN6830GYR9lC7KTObbn2Dme87X1VZzvs9If8M5RSoBHaBxXhj4m6FMt5iR+RtDpk5cW88JNDr9/hxu9HgcH91kfdNh7cIerK+vcm/2Iq35IvzNk//bbmEnJze2vsJcZhMrJFzlXrr7En3z/B3zzmyX33tthfdBle+N1ZpMD0s4qkae5GcZc3VrFmJRbAnSdqQAAIABJREFU168Rhte4ufYdBp0BYae/nNMKS+VL/tf/7X/nB7/xO5xkKcmLLxD6AetrQ9LxnOOTQ1zk43VjxrfnwNJ0FEXBdD4jTXPquib2A9LZnGh9BWssaZqS9LpIL6e2BoAkSZhO5ly72uXKlSu8+NJNfvDD79PtJXie48qVK/ze7/4xx5PZ8m+lFHmeIfHh9Fyaz+eP9jWNJcsy4n5IEIQsFjXzWUYchThrGJ3MCUIPay1SK+bpjKTbZ14s6KoOSTcm8UM8z6NuLGm6IAq8ZdISIWkqw8HhDmG4gq0brDHMpimL8V08DU3T4JyPlgrnFE1laHyLMxZfC04mY3peiLMNdZoi/IrucIBrHC72kGVBFIcf6/xuaWlpaVnS+p3W77R+5/nzO1J9vPP7i0qrO63utLrT6k5LS0vLZ80X5gazFcs5wDj3Re9QS8vjnjQGlxmSM4QQp4bIPmEcLr6/zG887ZintfW09ScTapy+v9D3ywyWPVet4my/PS0LxjrquibwI9JiQWUsK/0Oi+kuB6VPlFvc8UNe/uqrrJbHvHDrBm/86D2uXx+SCsmV3irv3vsu3/jyd9jLbnPr6pfYvfcjmtmMra/2mRYhVsLs8AOubl5nVDT4voeZZWQHD/jy5ouMTw4IgzVCKfGFx9RVrA8cNq2JkxibSHYXO9zUX+fKoM/Rvbv01wTbVzd47dVfY2VV8a/9jX+ftcE2/Y7AjyqsXkEIQWksRkmsFNQYfF9irEcDnHgKiSNxAlOW/M1/4dew84I33/wh+sEhs9EYipz1lT7bN64zn895794dtNY0TUOelwihmI5neJ6maSy9OKAXr3M8OmZja42sLGisYWVtlb39fVa7Q5q6ot/pk8RdTCPodrvMZiN6vQHf+ct/me//2Y+YLhbkZU2nl2BMjUYiPIlrJFVV0TQNG+ubNOUYIQzGGIYrCb6KMQ00dcFisSCKArTU1IVAeo7GVCjlUZsSP/Ex2uJ1fKLQ5/DwEIAg8BBC4SmNbRy2gd4gIc9LkqSLlJIo7LH/8BCBRGl/+X9aVoDD1z4an6oqqOoKbUvCQCPKmkRpdCQRTUljaoTQyNDHKPPM66OlpaWl5XFav9P6ndbvPH9+x4nn+0nCVnda3Wl1p9WdlpaWls+aL8wN5ifNwTKabnm2ufgwfv5kZNw5+YSpeHTsU/T6fPT9MkPyWHT+GZ/hWZ/xWeUuM2QWkMvnDpYZno0FDWEkEVqzmDoaI5hN5siy5GoiiLa+xuArr3PvR3/I1o0NJpN9rvd79Lsddu68wSicce3m1xF6neLgDxinhmSQMBVr/Nkf/Tavf/U7zFRIGAbUVUEnHlIsxnjdCFessXe4Q2/jOtPd2zSB4upLN3jp6gsEawO+fO0VopUNBv/GL+N1YxK1gol9RPWrZLJBSn85v1koyEsIOyHTWiBVQ1NWDDxY9X3kIifIS5gvYD6n3NtlenDA1s6Y8eSE+fEIPVzH/Bf/Ln/7X/11fnv7Cv/zf/vfoy1oqcjLDM/z8LwAYVOuXbvG3bv3CcPwdLtHXdf4vk+WZQgtiOMIIQTz+ZSwXparypJUpkgp6XVCmsqAhYcPH7KyOuCVV17hg9v3OToZkeUlfhiQFTlSOCLtkzUN1loQ5xOoWLa3rzCbTzG2YTQ9Zj7LCHyFVg7c8hkKTwdoT9LYitD3MM6wsbFGnucsFjMmI0OnG1OWJXm2/LzduM94PAUjMc1yzjqlBEpJinLO9rV17t65QxSFSAkIiXKgnMSkJVprpPLoaA+MYjyZ4ycv0OiCPJ8TeB6yaCisI7XpM8/5lpafJi79Lmlp+aek9TsXy3y4rfU7T/qdzn/+H5/+7yS8M77b+p2/IL9jGvvMc/6LTqs7F8t8uK3Vnct05z959P/zzvhOqzut7rS0fOY8+A/+w0f3d7709/7uX3R3Wn5CvjA3mJ1dfiEsjcbyC15KjRBi+aXB5RHo8yYFOLUHPCp//vUyztd5mel5lsGREqy15+r4cPjWsg75WB2X1Xe+vfPlHg1Bu6RdBzSuJp1P2b//56ysrBCEkpVOSLo/J88EYT6i6L5MZ7BOPa0YJn0eql0YS7QfY+mglAS7QxzeIugqDvcOScoR3tpVju7/gHDjFaL1Wzz48ffZWq2pG0uUzPm3/61fIfY1ArBaIqVFGChVgsChlKAILdZIKl9DnRN4jtDvslbWqHoGRQ33F3C4T7Z3l/x4yuw4JzjapTg+5t5kjNc4emGMdg7pLFYZhqXF0bAlYcMK7N6c8Pfu8eavvMwv/vVfxtaW/+Uf/I+EIYwnh6ysraKtJBYx8/mc9fV1jo+PsXY5PEtrjXMGESiU1igtUUoR+j5KCIp5SuxFWLscUrhYpEynM+I4ZjQaMVwZ4PseDx9+QLfTo2oc49kUgDDwMcZgG4Pna6qqJAgCTLMcRrWYz2iqkqquCcOAwUqIqQ2mERRFszz3VY5oLL7nIa1ASCizHFvXmKrGUwFFWiE0BEHw6Boqiopu3KWpBF4gWaRTwkizsbFGU9f4oUYIiaQm8jWusXSCgKqqmExmoD063YAg9Ag31xhsvULRTHjw7htY2yBtQ50rjG3nYG55/nnWk1otLZ82rd9p/c7sOOfVv/ufnvvE/af+3c7zaut3/sL8jjXP9/dEqzut7ix15z976t/qabS60+pOS8sn4c7f/ncwx8fUT7m/0zm9vyP/9PuP7u+0PL98QW4wn0YcASGXI5vsI9OiEOeGh1yMwEshl8kjOGcintXSWb0fbnjCmHwcw3RW/ny9F/vmnD2NkC+TZDy5/8kI/tk2KTi37sB92J7UCu1qdH+V7Re+xmI8p5sobt/5PrE7IuyuUnONyRv/H6gZHd8n0EN0PaOmIT055ObPf4t5uMbJ/lt0g03q6gM2r9ygOG4wTUrhanq2ZLJ7j63NFbQOiMoF/+av/7PooCHvalZtjJ8bar8gqiuCyRjSQxgtSA/3yR8eUx8dUt0/oKwXVJVlWoIwGaEQeI1GmxRlHH0sfRchXIGyDVQ1OA22wTiHE9AIDykkpbYIDMbVRHXJyX/93/B6/Tc5/Kt/nX/mV/8KOtH8D3/vv2LYH5BlGYcHY6rCcfXGJnfv3qWuDUI4rl27ysn4mP6wR+EqJEvzMM9SrmxtMxmPwYCygsIYAi2ZTGasra2xWGTM51OubF/l7bffQfsB/eGQ0XRC4GvKqqKsK2xZIzwfrTXGNNjGMD4Zsbayysn4CD+Q9DpdoljT6yfMpiknxwvKrEZpR2MsUgT0koQ8TxG+xjQOJTyss1grcc6grcJikUozm80AixOC4v9n782jJLnuOt/PvTfW3LOytu7qRd2tbm2WLVmyZdnWYIONbWwMjzFeGMAsb4DD9oA3A2Z5PJaZgWEY5jAz7/BgZjhgNhuzPT/PDMYY29gPWxLWZq0tqffaKyv3jPXe+/7Iqla1Fmvrpao7P+fUqczIiMjIGxHf+MbvF/d3owwDWDSeF9Drr+N5AYWix6BnEHmMjiXCakK/QLFcY2J2Dytrazh+mUK5SHvQYfHkCbTuUfdKxP0Bw6FFitGgFmPGbDcuRsD4uW6Mx4z56oz9zuXqd6b+xQ8BW8clCIDylvev+Kpt/EIQ3/g12L/4k7HfuQR+Z2fnIce6c/nqzg9/1TY8H4hvfBP2L/54rDtj3RkzBoCFn/p50lPL2KyPSA08R3zHw4ANEY8de9HxnbW3/FMm//bPL/VPHfMSeN4AsxDid4F3ASvW2ldsTJsAPgpcBZwA3mutbYnRlf03gW8AhsB3WWvveSEb4qpRBt0YvWGCJAJBliUb2c9nv5nX6LO1w4SQIyPzzN/wnN/79PU+fd6nZ96ftvQzDM9zrRcs1oqzxsxavWWdFinF2d++aZRGn28YIinOWbfNCwRhiWiYUJsqI9Ie5XKBuanrWDzzOGJoKM8cIZv/LN1eQmZLlBpvYPH0l6hPTPHE0buYu+E91CozeN4EvdZREmOZ3nML64MF3O4Z1s48SlCdwWvsI1o7zg9/5zdigiITn/sMSx/7K1ZEhtONyeM+0mY0bIDjpJikiGtSasbiqAibl8DpIxwJRmINGDQCRWYyBAVQGjAkwgNXoV13o8saKAsOFs9E5FIS5A4SiVU+xmpU2qP/mx+mPlA8+s5X8frXv46Jws/xB7/zW8hEIyoFHD0kiSJC36dWC+n1OwyiIeVKET9wCL2QbqdDmkS4UtHv9/G9kHa7g0JhECS5JhoOeedtt/GRj3yEO+64gyTN6XaGlOsBzeYac7tmeeLEcTzXwXEcjOuSp5phf0ChUMB3XMIwZH7hDI3pOlPTEzSbq3iuz2DQw/MVs7vqJLFmOIzotLpkeUpOFyUkJk1pdToEQTCqnCcSkBIpnY0RvRUGi7YGbRIKxRDlGZSVCBng+YIsjel2u2SJhzUuge9SCH1a/ZRh2sXtRwRBgFRDbJaTD1so6SHyCBsP0fGAYiVEO3VybYDmc55fL5WLpTtjdhbb7UnjcZD58mLsd8Z+59n8Tu2937Dlt5W2vN77nG19IRHf8gHSP/jTsd+5yH5HNLsXZn+OdWesO8+qO+98zja9FIhv+TbSP/joWHfGujO+z7qMefRb/zk8T3zHNxbn8/9wUeI7va95O+XP/fUlbpUxL5YX8vjh7wFvf9q0DwGfttYeBj698R7gHcDhjb/vA37rhWyEwJLnKUanGJ2jpBjVLMLgKvucQYWnd3l6ugGRz7LY1mWeLRu+dZ6nL7PVAH217PtzmaFnW+cmxpiNmlFbt/HZDZcQAteTpDqhVK+S5imt5jquU6Dbl3iZBdOl2ZpnaGBuaoa8u85y8yGuvv61eMU6OosJ7MpopF8EpxZWaPctq1EPr7aLofWoyhYy6aIHER9839sJw4yqZ4n+429zzaMPc2T+JIfW21zTTjnUSakkQwqDmKI2OGTEShO5loGvGLoOQ+WRo8iUQy5dYjTScVEiRVmDskNCk1JIU8raUNVQ0BBYkEZjpAvSwziS1IWsoBBCUDM+GQ6D//r7zP3h5/A9hwOvupkf+dDP0fddnM6ARhgghKBUKpFmMa6rmJyqIxxo99roJCUZRvQ7Xfr9Pmma0+n1MFZQm5wizTXN9XX27N/HiRPHmJubw2g4duwEOoc4jZAK4nhIvVYhCAJyo7HCovXI5Aaux9TUFM1mk+npaQp+gDE5jfpoYAghFMbk4MQEBUEYhiBcUiVpDyK6UUJ3EKORRKkhzcFoS55kxFFGEmt63QFaWxqNOtV6BeWmKAU6l+Spw/raECUDZmd2UypWkMEkMpgkE0WUX0Pj0esOMGlGEuc01yPKM9dR3/96rnnNt+DWrqc6ex2qMEFkA3YfuOGZJ9n54fe4wLozZmex3YLLm2zX7Rrzkvg9xn5n7He2+J1zg8vbB+873jv2OxfZ77h+eKF25+8x1p2x7pyjO9sruLyJ9x3vG+vOWHfG91mXKYtvfPe2jO+0vmZ7+rAxz83zBpittX8PrD9t8jcBv7/x+veBb94y/cN2xJeAmhBi1/N9h0CglE/ulEkHESe//HF68/8DR7SQdoLMmlGWUhbJjEKIFrkcYq1AkmNcQ64cvCygmLpIC0ZKXOOBcJBG4FiLEqMsirUWgwAr8LWDwmJlhJURUqVI7SNJUQgEHhBgGdUuU9ZDaYUkxiiLlgYtAKEQQqGsg7IOjnUQG9OEGA0kIMSoG5aVFr3R5Sy3OVJBkiTAKEM62i35xjIKkDjCwSQZNkkILETRKsq4OFmJWmEfnl/AC2t4wQTC2UOnu8YrjtzO4tIKUlcpz01Q3HWIh+/5PHuu2k8U7OYrd32KUFXJegsEUjG7bxqVdeguH0USkhUmMGvH+M7bZvFm6pSo0fqJD1HRCXGxRKo9UgWZL0h9FyMVVoZYIgQW12hU6uLrIYFW+NnIxCprcYlwjAdaYoTECA+tDFopMscllw65HLWRRmCFizGjbJdg9F9FGmMFOYZSbgikovBnf074Ox+m5Akm917FT/3Kv8JvTBKpEBH1KIch1XKBiuuz1hwwzB0mrKKz1mNmYoaJWgNHupRKZQpBEUe6FAsBWZTjIKhVitx7/73ccccdLC2toAQUCz42H41ULFyHXGscR+I5Lq5yKAQu1VIZx3GIogQpJcYY8tzQb0foXJBnBmkdbO4idYUsUayttsmyDJkbCqFDdVJSnRG4RYsT+ASVabT1iXNBFKdYqymWfILAJQhdsDmeKtBrJyhriAerhAWHONe4tQr7bzjIDW/8NmxjH9pTdHrQyge4nmJoYuLIEoT7aS91cNtHWTr6CI0bboaDb+SqG9/O3j0HOfrIA893er8kLobujNk5bPcg7nbfvjEvjLHfGfudrX5nul54GUfThafxo9839jsX0e8k8fCC7Mex7ox151zdKb6Mo+nC0/jR7x/rzlh3xvdZlxmPffePbOv4TvRPvv5SN9GYF8FLLaA6Y61dBNj4P70xfQ44vWW+MxvTvipWACLByg7uRJ19r3wvxruN++/5Bx6869eoqRZeonF1gjUxys7i2ArKCKwOEFYiZUTu9kmdBKsyEAm5EyHINjLTo59qrUUgUQIQmlzkaJViKSBMHZ15ZGoNRBlEDCICGY22T+QYkW+YHQdlXZRxcFAIDJBjZIaRGVpmoy5Wz9HtS8lRrbDAUegsJYsjJBarc4SwSCvPeTLAWk2SRugsIk76lKTLMOmQ+jFL3UfZs2cSky0wiOcRwSqlosejT3yaWmMvq9011lcNk7UDHDp8KyceOs7u6YxqNeL4V/4Cb7KBNRUquguFGYQzxeTVr6Q2uZ9v/973Ub3xambjAcv/6d+w69Tpc37H5lMAcuP3SCnP/sG5g3NYa3ENZAL6jotnRvXgXCsQOsex3jnr2rp+IQRKqXOfSHjaEw4izrHGQf/NnYj/68M4Yc61jav5z7/5W/gyx6tXScjItEE4DgWTsa9WIauWmZpq0BsOyPOc2kSdNMlprrcZDCIm6pPYPOOq/XvZO7eHvXN7OfrYE5w4cWJkdoQgjmPSNGVleRmjNQJwlUO1XGF6ehq50TUxy2OEhGIxxJicwWAAKNIop9nskOeGJI7JshSpDMWSSxh6NCbrCFxqpQb16gRKGrQeYMjwQweUISj4IAXSUURxyjBK6Ha7FAsevu9QCEOM1kT9iHZzjSTuUS5n3Hr9a4g6CdLJqHh1BrpKZhskqcPi6imGccKpxXnm186gRAllLccefoxmM0OIqec7vc8n51V3xow5n4yDzJctY79zhfqdnUD5Z39q7Hcukt8B92Lu2rHujHVn21L+2Q+NdWesO+P7rMuInRDfaX/N/3LR2mPMy+N8j9D1bEW4nvWuWwjxfUKIfxRC/GPUb0HmUjRVlPbRrsCbnOT6m97FoYPv5c8+/O/57N/9OtZ08JwqWiVkFqybUZAxojvAdnM0DqnywIS42sPgoGQKwmKkxAgXIR2E3KgpJgyZckhFCBgc08VXCukUEXQRtsRmmWqJj2NdpMiQIkGiRlkWBA561AVAbNQDkwLryLOZ9NGf2mhuCUJhzahr2bDbIRt2kXkMOsGi0diRmUOhECgs2IxyKcDYjOWl0yASTGsFr9th7/S1nFyPyNz9iLREqXIYEkGgLbNz13G6s06pUiSOThI7fURtjsnptyCrNyIHZyjqBnOHX8niiXsRrqReqWOjFb7/vW9h95HrmUhjlr/rR9n/qftROkJazhUCRr9FWs4aAeCsEG2+N8aQYMgs6KxIGgpSFyIXtA/GPPfTQpvr2GoktxpLay3CkbiJxJUJxb/7JPKbfoiJ5jLlPTP87l/+Ja9+9ZuwWUa9VKHZHUA1JBEJoZX0ox5JMiQ3Gd1ul35/SKFQIkkz5heX8FXG61/7ahbn57nx+hv5ylceolgs4fsh+/btY/fMbqYmGtSKZULXoRT4HNwzx96ZaXSWIxHkWUyaDKhWAjrtNSbqVXbvmgErMVpQ8Iro1OBKRblU4ODB3Rw5so/D1+xGSUs8jFlb7lLwfAo+lIs51YkQN4TqRJGg5FOdqFGdqDM1O0NQCFEICqGiGIwy/TYCG+eQDMnjJv3W/TRXPsORm15PcfZ6OqnFbUzSHWQ4QYk8zxFkWGFQhQLF2gS7Zvexa/Yga+sP4geDFyEPF4yXpDsXeJvGnAe2nuM7gZ22vWNeFmO/c5n6nYm5KQ7/yr++UMfNeWfmF3+SvY25sd+5wH5HCH2pdzWMdecy1p1pDv/KzggwA8z84k+xt7FnrDtj3Tl3xvF91o7ikbe+n/TWd+6Y+E7/jq9l/o3fdEHaYsz546UGmJc3u0Zs/F/ZmH6Gc0c92QMsPNsKrLW/Y6291Vp7q6MUfhaRZG2MOIXKFikZEPmQ5eaDXLP/WjqL8zx09yfQnfsR3SZBrmmv3MfH/+z/pL36GL7vo8hxiZCMRq910GBdrNRoCVgXAQgboYRG4CJFhGM0njH4VtBafoz15WMk/XmEzEHEGJGiBWghMNKOumwJiZYGo+zGkwEKrIMQLgIPafxzTj4w55yQSrlI6VAqlRDGEgQecTxEKhdjBVYYrBhlh4wA6bhYJFY47Nl7gIUnTxD4lmiwjo4WsO0url5Hy3XWO6uk0Rl2T/hImbFrbi86ycm6A4QtUdx/kJZewp08hDd1K52T/y+O0thwjknfJbYZ3/6Bt4Or2SUlj//IhziyvoxwDF68kVHimbXZtma52PK5tfZsdsrXklbN5x9nXbyeIVOCMBVom2Olu3lsPOtBt1VwzNPmEULgaEtesOjMEimPKSL6P/Kz1I8fw5E+P/Jj/5I3veVddNptKm6A0pJms0MS98l1TLVWpFga1bpK8oRWq4XrOaytrbB/3yx+4DIzOcOdd97N5OQkk5OTtNtt7r77yzz++OO0Wh36wwFCCDqdDq1WkyzLCIIA33cJQo9du2aYmZnmhhuup9FoEAQBQloak3U8z6NUrBAEI8PiOz5oQ384IE4jgsDHDxRKQaHok2ZDhMwpBC6BN6or1um06LU7dFttfD/A8T0GUQRqNDLzcJhijaJYLFIrl3Fsl2Em2Xv4esLdM7zqa78VbasoV7LajQnDOYQRFMMSQnvceednqDcmWOy0qfh1km70QvTifHFedeeCbumYl81ODtTu5G0f8wzGfucK8juF3bMX5CC6GHg33Tj2OxfQ71hzUXV9rDtXlO7s3GoD3k2vHOvOWHfOMr7P2jnc/08/uGPjO+t3fOOFaJIx5wnnJS73ceCDwK9u/P9/tkz/YSHER4DbgM5mV4uvxmDQ5tSxLzG9exf33vs3TBRcWj3NdTffhsjXWZ6/jxuvnuH06Tv58uk7kdLlqutv4eSJBZL2gPVWTHGXQyXIGHS6uMVdWEdhkwGuUyCXfWxukVIh9JDHHr2ba6+/GayPa3wkXe69+39y7LF7mN29jyOHb+PLX/pH9kxV8AoFVGGCPQduxtgQqwS5kSjhkosUISUGyWZyTxrLaCBiPTIsUp49cTZHNAYwQmGtQQpFUCyhlMJKF7ORmQeNsWZjbok1hizT+F5IFKWoQkCruYBPjBl6ZHGf2vQuTh1fwtiIYhZx9OG7qc7dgqssE6FHN+pAWGUwf5poaJiYLjF985tYeegvSE7ezdye1xN31/nge99BwzFUXMnRH/8Jrl1apVVQVDNLZmtI2gghMdogpdjIYQq0NgglMFYjGNW/snbUNNoasAKtLDMdw6xWmIJDMctJXQi0gsSgg6fa7BkDeGyMDm0N8LTBP/RmIlXnuMbFTyRaRYRZj95P/gbTH/p+Fq47yPt/8Ee565OfpzETct/xx/CMROeWQqFAnufkZlTXy5FQKHhorTE24fVvuIN+b8gwjtizbx9Hjz7BMI4wFoIgJDU5mdY4vkcUp9QnJikWiqytr9Nud9m7dy9pGlOvN8jzfDToRxwTRRG5SWk0aqPuWlISRRGOlPSzAWkakwB+EBAnQ3zfIzcJ9YkJkqUcm2c4rovaWC7LMlzHRyLpR108PySKM7q9CMf16McpyhUkSUaUpiT9BWRxN8tn7mFu5hBzh95OEjkE/psIQpcTRx8lpMfKyaMUygpFxr13f5pB1qK8/yZKIqH1mSdfuHK8PM6r7ozZvlwOAdpn1bAxO5Gx37lC/E5xpnJeDphLSeU1t5N98m/HfucC+B1n7eTF3JVj3blidKd6Xg6YS0nlNa8n++Snxroz1p0xO4R7v+17OXJycUfHd1be/B6mP/NnF6vJxrwInvcJZiHEnwBfBK4RQpwRQnwvI+F5qxDiceCtG+8B/gdwDHgC+C/AD76QjVDS4+4vfJyH7vsrWutnaK7lzE4d5NG7/o5HP//HHDx8PQ88cA8LZ07RXVvHtYZTjx8n7ffxnQb79h7EcwYsnLqT+774CQJ6KNHHURHRsIcDBCrDZ53W/EM8+eAX+cpdf48erpIPj3P/P/wpK08+QsWrU3Lgzs/+J0pCQ/I47bWHaTVPcd/9d9IerGOkQbkS4eYEQqNMgjAWIdn40yBihIi2nEQGiUFYjdUZDhaJwHdcDBblOAyGEUIIsmz0+Ubbb2SNRu8Dz0ViWFlaJNM+tfoc7c6ALMvQWcTRR5/k2sO3EoZzuF5ItTBLNFik6Hg8+ej/Rx6t0m0tsUsOqNgVnG4LIUIGeZUwilD5Md72tjuo1wQ1G9D8+V/npuOLJCKjlAmGSiJFhOSZwZOzXRuMRZhza6JJKRFq9AeQC83AjRDakDPqepELCV6KQJ79s4aR2Fgxque2WaNHyXMya0aMvkcrhRQuShiMkyNUgOvX8fMB+hd+g90PPARC81sf+1NyA7VSEd9xiWJLlmmiKEGnkKaawC+MMuKBQ7USkMQpSrkMk5R777+PKBnSbDYpFovYDbEtlUqkSU6tVsNayyCKiZKUJEtZb7cYRDEnTy3QHySkmSVJR0arUi0xjPoUiyFZFuO6EmNzXNdCh7CsAAAgAElEQVSlUCgRBAGVcpFquYTnKFzljUywH1AKR91O8jRDWKiUqoRBQBonKCFI0xRrYTgYDW7iuqMM/DDOiIaaOG5jktPErYdx4iUC2eXmN3wDV93yNmYO3squI69gYs+NmKAO5GS9PuuLT3LTq1/Fm9/03UxN3vJCTvEXzcXQnTHbk8shuLzJ5fRbrgTGfufK9TvlmYs6nsAFxX3bW8Z+5wL4Hde5MIM+jnXnStad6efeaTsM921vHevOWHfG7ABOfP9PXjbxnfj2d1zMphvzAnneJ5ittR94jo++7lnmtcAPvdiNEFIQCEW0sshkIcBxA0q1Q5iwyJm1Zf7+s58idHPcgkNsetQnrqcxt48nn/giJklpz/89q491eODeTzNTnuXJu+BUc4nrbryd6uyryCKHYX+J5eNf5pF7vsjk5AxX76nx4P1/w8rqSaLFJxj2Yg5e/1pKfhk/z2g1v8Dptb285nXvwK8dpjg5h+M5WBMjiXFsi87yaRA+YX0PrlchNxKLQmIR1mxkajRKCLI8x+ocKSVpMsAPPazJSOIhgeuSZRkYQ7+zTr0xgbFqlG03FkcCMuf08Se57vBBsqkS+bCPKFQIZl4BVtMozVDy5vn8XX/F4WtvZ9DL8TCkOsEEZVyh0amlPj3Jcu9RYl2n03qcq+ouc3N1Bgt9br7x1czNCUIsZ377v3Hk3kcZBIpybDEipZxmpN4AoQsIwG50j2BTbDayWaMBPkaJL2st2hqEGc3rGUkxtgReglUeSIuTQeYoemFCMXHPituzZbqEEOcUfbLWYjemIy1eJklcgRWWLEkxjiQUDpHu0/8Pv8vkd/fofP2b+Y3/8vu8/xveQZpFDExGsh5vCJnBWIFSOWAIA4+5PbuRyufOL93NyfklvDDADzy6gz6tbgeMxGqNIyW1SoVeb4C1liwd0Gq1mGjUWVttcujQYawVRMOMNB2C0ASBT7s7JAg8kqSDsRopJEoJ0jTG8zyUyImjjCzVpKkhS3OQEQaD8gOMgTzPSbOMLB8gGQ10AeB5ATqXeI6PqySq6NIfZnjKIUsBfOwAUpmxvnQU5X2K/Te+h3JJoqQgnW5w7IlVVLlMFKccPHgVvVxxZlWgK09w4x238IWPvdgz/vm5GLozZszFYPwk885h7HeuXL8DP/5id+W2xn3XN7L+h3889jvn0e+EpQsT6BnrzpWsO5cX7rvezfof/tFYd8a6M2Ybs/8yi+/Mf903M/fpv7p4DTjmeXmpJTLOKyYf0O8+jhW7mK29imLjMAv9JuW6iyjUmal0OXzg1Txy/Alym/OV+7+Acyxl39S1FMImJx/5HI5TIUhjdGuNU/d/noiM5cIMi62cG6+7HcdmnDz2ZYpBwsrpU9yVfZbdB+cYdobkvS6+oxhETR598n52VxXdoc/M9By7ZveTqwqBk9Nee5wTj93NA3d9kusPTeCUD1Nr7CIXgnoQAj5YhRFy1JlLWKwFpRTt9SZaa6qVEibLsX6Ku5GpieN4NDCAztFZgq8kiXEAgZQWTIajLKWCx9GjD1IKA0q1PfSHa7Q7x3nk9Almp8vMVPZz8/Vfz+n2MY4cvIWHH/ifhMVZosE6ge9SKBTo99Zwa0c4fOA2Tjx5hubaY8jOOl/3rm/mla85QkCN5Y/9Poc+83F65QLOUDGQPqEJSZ0IkXpYOeqCZhl1d8CYr/qk3ta6PUPXYhyJpxO8LMDLLZFv8XJJOdLkjAyf2VjnZo0fIUYX8831bK53ayZNaU0iJF4KiTQEAozIST0PoStMZ5D9tz/He/MbOONW+KNP/A3v+2fvppBEONZldXUVN/BJ03Q0gIhJMcZgjGFlrYlwXPbt20dqs1EdNwlKuejcMjnRYNgfEEURvu9TrdY4Mz9PpVKjUCigc8Py8ir1WoNTp85QroSUyiHD4ZCp2SnWmqsoZfFdhe97ZGlKFEWAIdNDdC6Io1GtuyhOqNYraJ0/NXqr54OQ+L4/yv5ZSJIEk6fkSYrv+yBGhrxUDJDSoxgUUcFezCBi+uAujj6xzIEDHp3mfai1OusrT9Lp5pxaeIxKvUJrvo9Wgtfc+jYWhyETUx69TnphRGHMFcnl+sTvOMg8ZpOx39l+fueV/+ryCi5vMvHt30Z//uTY75wnv6P1zr0+jXVnO+rOT1zio+LCMPHt/4z+/Imx7ox1Z8w2ZPCGN9EL8ssuvjN887dQ+MxfXLiGG/OiENvhht4LPDuxaxrpGsq1XVx37WtJdUJmhpw8tcR0tYjnZggR01pfoxRUR6NZOlBQLihwfY9Ob8jKSpc4MszMzDA5VSMzDsamBIHHwsIKlWKF1ZUF6nWfxmSFU8fmsbmiMTlNZlPavVWsUbSWBxivzszsJAvzyxw8tB+jE4xx6McJB66+nQM3v5FKeT8EGqHrWNkFJFYorABlnvqNxuboJKHbXmd2coJOLKlUHGwUkSRNYjlFvVZg6fhRGnPXYZQdrWtjeUdoHKEZ9prkSUJvZYHcQGliN1PTDbIkJrOShWMP0lADlhZPk3TOUCz6TO6/jScf+gJVx3L1Ld/E+up9yMm30O4+xFxlN9PqFN/ygQ9iZUL+d1/A/+3foWwdilZhdYaRowEwlBltkeGp7gtPFwm1OX1DMEZdHkZ5jK2CsYm19txMltHnrG+rwGghnxGkeUZXDgGWp2qwbWbZrLWIoABxj6U9u7nqV3+Bx0OfUmr4we/5Djr9BYZphFsM6XdSpONikgGdTodbXvl62sMma6sL7Nk7Q6vVoh+nDPuaPAejYXpmgm63j1KKRrWCIyQLS2tYFGHgnS2QH8WjbLlwJFYYtM0pFgoM+z0KgYs1OUJYfHdUEL+13sFsPHmRRvHoaQsr8DyfKMnQBgQ5jpSkscAvhNTqIYP+OiJTdHVCNrTkicYLPbTVlCohUoHjOPTbOfte8QZ6aUAp8OktPUEhSLCuj5JtlFemMnkQVdhDUJplYWGdPDccPnyIo3d+DG0y7vv833x5Jw7mIDb7RI7ZFmyHa9GFZhxkPq/sSN0Z+53t5XcOf+d7LsFRcHGxJ0+P/c558DsPf/nzDHudHSniY93ZbrrzrZfgKLi42JOnxrpzhevO+D5re3HqDW+97OM7B/7kd897u12pWGtfsu5siwBztV6yN95yA/NLi2S5oVqZoFzzSfKUPFMk/Ygk6XDD9QdZXl5m39wher0Oa+ur5FHGrj1zoxVJRZwI1ltdZmZmKJUKLC6dYW1thbk9uxj2IwK/xOLpJZIoJQgK7D1YQTmWXq+HJcCYAosLq9RrJcKwiEgDVlZWKDVcJvfczHU3vpt2vIpwFLsO30jg7EbLIdK4IAdo4aGFwcocNw/O1gZTwmJ1is0T2mvLGBvil0PKYYk8bZKYAFdKFDnWraEcixUSrMTKjYEtGF1llSMRuWDYaRJHo+xvbgxBpY6ftVh95AtQ34vJVug//iBBscjsgasYtFrEUU4uQg6/6h0sPHEXuRH88s99gMzWmLr/H4h+9d/i4OLmFiczKEegrQUpUBakgUzYZwgQbGSyAMMo82WMAanOfra1rs5WtmavrNVP1d7ZFLDN9zw1eunmd48aZuP7LeRGnx3VFGHOChAAWuOLkMQTLIYB+3/1pzk5WSNQLj/3L3+cJx65H5MOyIolbMeQRUNW0jZvff2buOeBr+C5lqmpOr3hgMEwxvFCFhaWCIICxcDH8T1WV5soo5id2U2n1yc3Bt91NwyLZjDoERYCao0K3X6HNE0wuWEYDaiVKwgM5XIZnVuiKMZ1XVLtsLi4iGQ0SIZwBIVCgU6nQ9KXaBMRFjyyFCrVKXIbUwgddJbRjbvkOWRa4wU+ucgoFnwcCZMTDYTVFOqHqE0ept1cR+Zd1lYfZ73bwfcMxfIEWhQo1/dgRICSAVF/wNTkBKcf/iJZlvHEow/tyEDP2PhsH7bDdehiMQ4ynzd2pO6M/c728Tvldz2jJ/Bli3nw4bHfeZl+59jjjxJH0Y4U8LHubCfdecslOw4uNubBh8a6cwXrzvg+a/uw8sa3XjHxnQOf+MPz3XxXJDs+wOwHrr319pswNmFiqoLrKnq9Hr1uyvxCG52NhL1WLYKVrDc7CCGYmZ1k39we4jhmdb3JME7IUkO5WkdsFN5vLjUJCgFXH76KJO7RXF8l7qdEfYPOFaWJEu12m0OHDrPe7nP76+/gr//6rwkcRRJCwXEQsWZq91VcffPbmLv2dlLTornQxCkHhN4uCqUiNvNRjgYRoGXG5i45m6XZqPEVD/oUHcXiwgIzB69GW5d8sIxJM3JjyHNozOxDm+SpBpJqo9bNqAC6tRahFG7a4cH77uWq/fso1xr0E8tg+UmSdsajj9/Lm77uaxiuR3SX72K92UN5A2oygeu/mTAqknQf4Ue/5z2UZ112PdKl9fMfojAcEPhFZG4Q2oC0WPHUyM3CQi45R3TgmUJ0Nku1kd0yPCVQW9kUn81l9JbjcXOdW0VrMxu2+TlSnPPdm9ksGGW7Rt3nRu9zqwm0x9DXuELSlAGzv/EznJyeppq7/Nt/9wv84xc/RyfL6A9SRJwyWS1Q2zfLqcfOMNmo0u22mdk1y5mlZYwYdY8KPR+spVwtIR2HZGBYW+2SW0NYLNBpruG6LrOzsyTJgLAQ0O2uE2VDyuUiRguSaDgaYTnNAEEYFhlGCXGcMhh0KJerJEmCtQLlugglSdMUk/rovE+hqOgNEoQMCQsFhEixJqHghqRpipYG6UmU5xAEHsrmeK6L8B2KxWm6/YSpmSnSpMfK4gphUKHZPIXj+YTlMmGhQrcfoRBkcUKjVqe5vEgURZw5ubIjAz1j47M92A7XoIvNOMh8XtiRujP2O9vD7xTfdMOlOQAuIflXHhj7nZfhd04cmydNsh0p3mPd2S6684pLcwBcQvKv3D/WnStUd8b3WduDM//kXVdcfGfPpz56HlvwymTHB5hL5YLdf/UuSqUKURQRBAH1iQpJEuG6Lq5T4OTJ44RhSLvdJ4kzjDEUSyGNegljDN1Bn9nZWRCjAzRNcwaDAavLa0xPzVIqlRAqRYkM3yvy+KMnSWJwig6dVhdHeSjXI7cGm2tMnlGUlle+7ggmKKLcCo36NCdPtwnrezlw/dfRaBzCKEsmM5SqYm0Pxca+0DW02wKrAImUDiI39NothM6pFIDCBLkT4uZ9hs0FtBFkKqBWn8LIrSerYbNLmMFijUCj8WyCzVJ0MqRWrRBbj15zmXzxi8TuEcozBZJWm+nGQe798idYf/zLXDM3TXb1TVxTv5VX3mS5/pqr2b16kpWf+HfUEoMrWqi8gLQgNsQnN6MuCcqOskh6y+H29ALtm0gp0XZDMJ5jHtgoEq81juOcff/0z58tM2bFM8Vvs67PZh0fbc252TAlyXSCsAqrILSCZlBi8pf/BUf3zTFt4Jd+7Zf5h0/8LUMX0qzDrUcOc/TEKRAOkxN1BoMB0nEJi1WWVpaJogGlUgFXeXgh+EWXhTNNup2EXCuGUULgjmp2TU7UyPOcKBqQZgmOM8roNSbrJEmCq5zR+qXEC3ykcFjvtCkWNdVKHW0la2ttOp2IUqlCHMekqYvjasplF2sE682IXbN7WG8uUS4KshzKpYAsjgiKIf0kIigGOC6UyyVyoRG5QuHRjXr04iG+V8AmiuFgjXKtTLlawkqB1hnWCvIooxQWGKY51gq+cvejOzLQMzY+l57tcP25VIyDzC+bHak7Y79z6f1OeNNrL8Wu3xbkd90z9jsv0e88/uBJhoOd+SThWHe2g+7cdil2/bYgv+vLY925AnVnfJ916Tn5te+5YuM7s5/8k5fUZmNGvJwA87YY5C/NcoZJn8wkuK7P0kqLdquP53loE1Gulen0O0hHUa6WiJMWtYnRxaLVamONIM5SOu0+YTGg0+mwsrLCzNQs5YpHf9DF9X3WFtfI0j71eh0rJMVygF/waFTLBEHAo0efBOFTKZWZnZ7Ac4cszTfJ8nUm906wsLTOW7/+f8N4AV+85295zc2KauMAfe1hZRfPkTi2jjQdoIXJFY4XkKT5aMRaT+GHHjrO6fS62MRSnJjEMupmUKvVaEeW4bCPUQFhwUdYs1H3xiI2OxFIi4/EGB9VKNPrD+mvtwnrs2gb4qt9rHfvpVy5nSyRHHvkC1x38CCnzQBPt8gff4RXfNstvPrQDWRSsvizv850EoGxoxo3VmOEwFiLARgN4DnKUjEaUAM4W+/q6RknGIkPjJZhUyCwyC36srnc1qyVeHrNndHXIxgJ37PV+dlclxAKIUYitFWgYOO1EZS1x9AFXyiEyalGEad+6dfY+3M/Q+fABD/+v/80RW+Cv/7IHyGLkumDu+kmhn6/OxrRuNOhVptkcXVtpIJI4jhFuwLrSmyqUZ5m775pVlcHSOVi8j6uJ2g2m6PBIaykUqyRJAle6LLe7DI1OUGWJZTLJZIkIUmGOL7HzOwEjtT0N24IKrUig+GQSjXAkpErn717Z1lbXSBLI4zJaTXbFL0SIh9gfZfucICyhgCB6wQYFO2oT0SOySKc3EVYD20EcaIhyIgGHXxXkQwTpAK/5GOxJElKpi2DZgspPWz+Mk78MVc0V3JwGcYD/12pjP3OpfU7V3JwGcB57avpfemBsd95CX5Ha/O87btdGevOpdadKze4DOC89hZ6X7p/rDtXmO6MubQce+e30mgPr9j4zrF3vY+Dnxg/yXwp2BZPMHuBZ/cfmUIIS6PRoN3uEg3AcVxmZmssryywb98+jp04RbVaZdDtk2UaY2DY6bFrbi95rhnGQyyaLEsQFrAOjUaDTq/H9NQsg2GPsOBRLPq01lfxPI92K6LgF5iaalCshLiBotfpYnPLcpqyf2YK24+wykcVDnPg+pv44t0fw3QNjZmD1GcOcM1N70T5AcZEJL0uX/zSR3ntzbdRmnojmQWhHHKbY61GkdFrrQASk2hqU3WGkSUbLFOrNuhnCmNzSvVpYNQFQAkxql2zsaustSiT0ur1KVYqyLiLa4as9TWlWgM/7XL83s/jOA6iXCZdT/HzkyhPM2zFvOFrb+fN734HRUK8j/8VhT/4CFhFwWqGtoYrupitWSxjzy32bs/tQnHOMSTVlpo6G5+Lp0RGskVcnlNIzg26nO2SsaUI/LMWfz9nfc+8IGsBWA9FzFBoAhuORM1NGIgZ/J9+P61rrsa1RT76kT/ins/+dzxpeeD4EkqBryRSSnqDIbWJKVrtNlmaUCwWafd7NGamGAw6KKUZ9CNKxQbzp9fJ8y5XHzjE6uoqxbDEYDDAcRyCIKA/HBAnPcIwZGZ6kkIhIE4GZHpU8y3OYiRlIMeIHK0zsiwBJPV6g35uSaMYV0kkmvW1NsNejq8cDh/cjXYD2mvLuEh63QTpBSQmxQvBC0cDVuh8ZG6iOEVbiTUOnnKQTkZQDEHkCAV+GCKlx3CQ0VrvEYqQfr9Pq7m+I58kHGfWLy3b4dqzHRgHmV8yO1J3xn7n0vqdmR/4rku167cVnc9+eux3XqTfWTgzT57nO1Kwx7pzqXXnuy/Zvt9OdD77t2PduYJ0Z3yfdWnpveFt4/iOmGH6k//1BbbYmK3s+BIZjuvambkpED7Gxtx8yzXEqWV5sc16axnHKoRSWGsoV4qUCkWefOwY1coU3WEbJV3iNCPPU+oTZcKCR7fVx3MLpNmQYslBeYJCWMbzCvR7Q8KCz1SjRmeQoeSAickipcoEq8s9PLeAyfpMTExw8sQZFhc7FKoue/fNcuZUEyEVq+tD9u3ehRcqhBNQKDpkmaW5Zkl1xIF9r+PwbW8gLFdx/ApWeICDtZZOs8UgH6BXl/HdmMa+V9NqzTMzOcPCWpvdu2fQWUaeGbxCAS0chBjVBxPGoiQMel2SYYfdu2dZOP4Y/fY6jd0HsHnC8tI6U3WXbr/FgQO30Ft7jIVjD1IpePzAB9/PVG2Giuhw8qd/ib0nFhHC4mtNXyqK1pILe7a2mTKjrhMwOqUNTwnQ1szW2W4OG0Xf7RaBQm7pAmGeXbieEi19zvuzoifERgbr3OWe7dB/LiGSdvQ6Vy4i0yA1mQUlQ5www/Y0J49cxaFf+mnmhSJwHH7oB76HlZPLEASYNKZQ8MjyhFPzZ5icnGR1dQXPkVDwCcNdeF6NfncBYYdonbOy3KIYukxMTKCkJEkSomhIpVIiCD2WV5dwlEeaptRrNbIsY2KiRpKlRNEQgGEWUSh4lCsBVuZIFKsrHVzpY6XG5C6DXjT6XBjyTNFa6+Eqw9zu3cwvLxCWqgwyQRoLAkdR9A3omO4gJbMp0hf4boBO7ag+mdQUayUcJSkUPYSwo1pKWmG0Yn2tQz8W5HnOsDMOMI954WyHa852ZBxoftHsSN0Z+51L43dKV+291Lt+W6LPLI39zgv0O/12E71DAz1j3blUurPvUu/6bYk+szjWnStAd8b3WZeGhz7wv47jO88S3znyu//xRbbklc2ODzD7QWArE1N49X1YVSLqPkwFw8zcHubXB2S9NeI4pVLzsUYSR4bJ6SJpmjLoKsplQRZZ4izFWovn1Qj9hH6vTX3vBJO1EjZRNFdjojQhyfsYJIFf5dojIfXGNMePLzKINH5Qpj41idYZ82eeIO17BCpB5zG+M4VxNfsPHSHPBGdO3UmuHQbxFK963TWcODOPYx1aS8fZv2uO8q4Qk4fM7rmWoLYXr7yf2uQhdJagHQgHDsePfoQDt3wTvUEF2XuQvqwyNbObQXMJ6YUUqg2MdJEYMJo8z3FdhZOltFsrOMUCzfk1SpUiQQBJUMb3fTwM/dOLtJ94jHDvJGFqefe7bmT/3mlCt83wJ/4z+4+eoeNGlDJFKsFKg2M0CO+cjBbAs10invWwk+eOBLo14yWUxG7p6nNulso87f1TldHOZskQZ19vzV9tdrvI0edstxRi1GXDbHyuNBKJMAJtR8K4Obpp5meUu4qoKBlONCj/+19khTKFTPP+f/5egulXQtwn6Z7CtfDk8YfYu3cPK8sdur01/GIB3w+J4hjpuKRpjNaaLEmRRlOplmnUJ1hbWWLQj6jValQbZdbWVynVfOIoJ0sN1VKdfr8PVpPnCRONGt2kgxe4SM8Q9TJCJbA2Ihn6uE6JKIoYDodUKjXMxk7pDXuEoc9uWWDBpCAcuqbEBDM0bZeS6uEPmxgK9J2UTCSUHZ88E6x3e5RDHx2AO3AoFR2oRFRFQGhrLK53MMJnvdcBoNlc3ZGBnrHxufhsh+vNdmYcZH5R7EjdGfudi+93ZqavudS7fVuTzC+N/c4L8Dvtdos835mDbY1151LozrWXerdva5L5xbHuXOa6M77Puvgc//YfHsd3vkp8Z/Ijv/PiG/UKZcfXYNbG4gnYOz1FOHc9q2tluieeZHF5nlI1ZBgXcGTIsN/DWoHvh4DBkZZqLSBN2yiviEkM0lEYkdPYVWd2b41hy3L6xAqdTofQ86lWCuzbO0NsDHP7DrF0+jid7gJBEJJkCVdddRUrqy2eOHaMV1zzOh47+iCdZECcDalNrjE11SDRTc6cmccWphi2EiarPeYfeQC/5LHnqhuoVw9SLBbxa7uYmdrHVVdfQ4wgVwW0dUl1H5PlJIOUmavfyLF7PsdVt72Pdi/Az4fkVp7NpBtjQG4EZqzF6IwcQ7fVoTKxiyjuksUdSjNV1nsDKmGJeLVJFufM7p3B1ovUWm2OvDrk8N45CkbT/TcfprqwxlClpMpiUosVCgtkyuJunN2bI3ZunvSbbM06bc53djpbirML4GzdHrDGIJ+2zDNGJ7VsjBw6GnDj7Dyj6kCj98DWI36zW4eyo2o+o20Voxnt6LW14GQb6xMCYQxYcbamD6lk6Dt4uSXrr9P6vl9k9rf+D44Glh/7+X/NA/cucOKJx3isvUp9osJkb5nQFwgbs2fvJKurfXrtFnGWUygWERYC3yUMPFbmF3FdF+qgc0ulUhnVtVs3VKtV0nxUE88B2u11rDHUamUcGZAlMaEfgBCYPMEaQW7BdXx0rkjsAOVKVODSG3QphCXSNMVxPLQWrCVdrFL0hm0S26Mjh7ToMXVwPxUEedIllC7tjmHQSxFW4kmBUophP6YS5PhunWFaIS8ZkiynG1tS0UZIhTbZyz7/x1wZjIPLz8+4LvPlz9jvXFy/UxsHl58Xf26W7NTC2O88j9/ZMJQ7krHuXGzdGQeXnw9/bhfZqfmx7lzGujPm4nLqx36G0gPHxvGdrxLfWXrnDzD73//v89DaY74a2yLA7CiJUytw4tgjzAxgz82v5epv/nFO3f+XPP7Zj6JVi8bENVQqe1hYfoKoP2RtJWH37lmCoiRNCyzOdzhw6Ai1ySkQHv3BPL3BOjOTUwzTVZjw2bNnH6tLTaoTMyw88QjrvS8xVZsmzyMGvc7/z96bx8l53HX+76rn7Lt77hnN6L4sybJjx4lz2EkccHCcODdkCQQCJCwhXOEIV3jxC4Tl+C0sCwtswkKWBAgsRyBAAslC7jiJ4/iSbMk659LcPX09d1XtHyPZkjUjybIkW06/X69+edRdT/XTXd0ff/pTT30Lx3Y5PrGPoKNw7JSv3/MZemoeOnQp6l5kU9HJwB9MqFZK2E6FwAvJ50dRnWXmT0zxaPsA63a9mJ3PfwPF3gFMJulYCmNBog1CxQja6FDQN1xhcsYnXp4H3cDKV3Bbc4RhSBjF9AxUcTyfJNNgFDpLMEajlKHQO0BjYY7emoezcRPt1iJOqjHNeSy3iG1sglSwNDXJi160jVuuGaFjdQg/9Pds+OojJGlAy4rwlI2SFkasfIGNkCcLv4uTNclWr6Nz6r+n7wAqhEBhHhMHwePLJx6bkVptpsyYxx8wIDQnxebx5RQrTykfa3NKEFeKu68s+bC0RIvTZtDE4+2MMSdfp0AYgyUFUoOUKzNjGEmWabSEoVZC6sxz4t2/wOZfezfVgW30vnQD/9hqUF3auLLkJAvoY8oAACAASURBVN9DmraRUjI3N4+KBbZj4yEZGuwjCAKyLKPRrOP7eZaWlhAYLASdTodStUKqEqIwIUwyKsUShWqOLE2xBcRhB+NYFAoFTiwsUqqWENIljZsUKz3oLEHYDl6hh3ajietbLLfnkSKj1ergeD6W7eIVJAVRZLEZoRNBWrDp6x1m/cYX8OiDd1OQMcpAqVAjDlrotI3UCVEkqfo1HNFBqRQtHDpJSGp7jGzdxfGpGXTcQIocsPSkv/NdunRZnW7I/Oym63eurN+BH326h/yqwFk/Qnjwwa7fOYffObVE+GqkqztXWne6XAjO+nWEBx/o6s6zVHe6XFlGuvnOBeU742/8Xtb/zYee9Pvb5cKR529y+ckyTX8xx+aRQTApE8fHqS82obieaWc7A4N3Uo9jhC8pFrezbcvN+H6eZiNidnaeOFCUi1V6an3EcYLvuyzVm+TyFe49tI9SpYfRoe1UajvZesObmWqOovQ6dm25icVFRRT56LRIpyWxKdFpaWxRZOP6GlG4jLRSEh3S7LSJ4ozpmSbV3s2IVkR/bRO7br6TwBli3ZZrKJVrXPfcW8jcErEOMU5GmHTQJsUWChWGuEbgeR6duEXBc7juxa9i4qHPUSzYhBn05V3CKMHzcyRZhpTQaiyTJCGuLakvzpKqjFLepzk7icIwPnGcYs5nYeIolgJV9GgHATdv7+Ml14wRSJvSx/+D4j98krYb05QxZcenkFooyzo5Q8QZBd6VMaiTO42euqknzEjxxMcMZxR6F4aVmlLGIE7OmJ1RY2cVgdNPUKnHZtpO23wDfdrt5H2pVChhyDAocfL8hSZDoYTGURo3U1hKgTZkWq2cmxb4KiVnNEbAstSkKmGw0WDuJ38DSjE9Vcnh8cMMrN9EJ4ZmM6K+0CIOFI5dAKMoF/OUcj4qjojDDioNKfgenuchpSQIAoRtEcQxnU5Aux0wuzCP0II4jgk6HWyxspOrzgwoi9ZyQKXUS7sVEwQZjucTxglhAnGW0agrCoV11Jc0SnnozMFo0MYiiCXCLmDZglgWsHMlRnbsYMvW9UxPH8RkDerBMv0DI2zYfBObdt1J7/CLcNweCsVTmwFYKCOQyTJJs0MQQ8dEDA2vpzZ8Azuvv+OSaECXZzfdq5efHN3369lL1+9cOb+z5Re64fKTIbf92q7fOYff8XOVp3uILpqu7lxJ3fmxp3u4rypy2/d2dedZqjtdrhyzz7ujm+88iXzn+Kvfckne9y6r84wImG1L0siqVIZ2sXFDiXjuQZKFBSxR5VV3/QC9m8fY85zXMrNoMdc6gvSbbNu6g9HhdSQdh7htU59v8LWvfomjRx5mfOJBpEiYmjzGdTfvJgjazMzMYGwQOcXYjkFGt/SztDzJ9h2bEEKjtWZxcYljx47R05MjnzdkxiVWEuNoevsG2LZjK70jPdz4wlfTt+kmrJ6tHDme8LH/85fMLtRZSH02PfdVzCzZOK7ApYilPCzl4goXkUmyxGBpG4NibmqextJhdG4dwcIMrgyZnJ3FJWFgeAhh2UgpEdLgeg7VcpEo6CCFwdMdUunQCWKcpM5wX5HYKuMXKtRyZUwnYtipc9eLbqRhSapf+jLyz/4WT2ToTFGwPFRqiGxrZTdQA5lQaHmmQJxaLnG6cChjMCdnrc6olSMEklOCw8rMkzm5s6h+fJkFcJYIPd73ylicup3e7onCJOWZH18lNFoahDw5TSY0UhtsBDYCbI0kwzk585UKA7YDWpBJyCxNThmEnccSBZSQDDXaDHXq2Mbiec+9mTBIybShXq8zvzBDENUZHKqSz+cpFfLEYcBgfy9bt2xa2WwiigDI5/NESUzfQD+DQ0MkaUo+n0cIgeva9PRUCcOQOI7RyuB7BcIgQ2USLVziBKLEICyHxMTkKyVKvQUse4HlxkFKFYHnS4SzIqqZEhSqA+TLzyGIbHbseQluvkYQKaJWRGP+UaRuIUSB+dYc4/UjPDz7KEmxSG3oGozpp2OKiFyRarmMp22KXpHeYp6stUAQzBMJm1zP4FP45nf5ZqAblnbp8jhdv3Nl/M7A29/6dA/1VUnX76ztd6T9jFj0eVF0dedK6c73PN1DfVXS1Z1np+50uTIs3HJXN9+5iHyny+XjGaFaGpienaTYv5M9111Pz/IiueX7aWUGd+QmNm1+IUP9RRrNI2zY4HHgwa8w0F/Clg6FkiSLIvy8wst7jIz1okWGb+fI2y5LR2botADhcvjAPmoDU7TbbVxpEbRChL3Mhk0bOfDwo2zbuoO5uQXAIK2M+sIsjlWmt88ji+cwup96o8HUFz7N9j23ce+D95AvlLlmz53URvu4/nm3k+octhWiM4UWGWmUEYbL+MUqmcno7S+zPDeHJYtUSz2UB3J0Gstc85yX8NUvfRFbSzqdFvnSAO12m1yhBEqRJSmtLEEYRa1cIWou4JQGGVk3Rmv+OGkScPzgAZ5/3Waml6fY3OPx1jteRouIgf2PsvBHH6QUd7DcIn6UIIRFKiERkEsNUhhSCU5mMDwuCOYJ9XieyCmB0qzULrNZWaJwSiqENphTU1PanCEiZ/a58vcpUXliEfpTyyxOrxuktT55jit92Sfr8jw+E8bKzqQn+w5Fgm1bK4KDwPIc0jTDsxzajksxNtgmwdEGhYWSEkdKpDFIoZmdOIwO67Tr80ihCJOEbVt3gE7xPI+lpWWGhkY4cOAA1WoVz3boAK5rk2US27bpdDpMT08jbIuyW6Ev34c0MD09jVYrpiVNDTJQeJ7H/MISphPi5z1yhcLK5z1dWfJSrHpImRAEYDlFjJQsz02CI7Fci3pjmfKAxqumLC4cpFjRDPRowmaLWo9LeyEiCRRxLBjdsp7rb/0WGvWYB77wt/Ru6Kd33auY2nc37eVDVAYHeOT4JL1ZSjnn0nZKbNn7AjTdpVtd1qYbLnfpciZdv3P5/U7lTa9+egf5Kqbrd9b2O3cfu/vpHp6Lpqs7V0J37np6B/kqpqs7z07d6XL5OfzyV6Nb7W6+cxH5TpfLxzMiYHZsn7GxUfr7hpmablGq9TE9+1W0aHJiej8NpaiUNK4dMjvVZLhvC632LI602LpzmDCAOGqTzxUJwgQhM8aPL1AtVNmzcyOtfosDh49RLnqo1jwlIRkfb2C5NZaXmyzMLSIETJ+YpFqtUq8v4udcCm6RHbvvYl4ZyBv27Hge44e/wcH9n2L84H+wa7TClr23seH534rIDZAYgyMVRvkIK8ZYCssFN3PQmSLn+sQJBJnNQMEjsgskiaJYdphvFRhbt5MjD32RyekpBjZVSaKYfD6PFJDGIdVamZmZJSqVykqdqPpRmolFuTJC2qqzd0MZkYWM5hJe9S3PY04E7Jye4+j7fplqM8N3fbIoIhECYykcJfETsLVGWQYMuClE9mmzXGal5o7g8dmsM4Th1IMnl14obU5eDbAiEEKKxwTiiZxWmec0Tn7hhT69hjuIxwu8C87uSxmDJeTK8wgwwkJj0MjHitAXYgvj2KRSkbMs4jjEcR1SoSnHLtqkdFyDhcZVsCQVRQOZ5+M6KTMT+5g7MUVzboG+apWeTUMcOzqN7WiqvT3Ujx+n0Zwkl/dYXKwzMDDA3t3r+erX7yNTKZ7nsLS8jBYGR0ranSZpGjPUP7TyP4QsxZYOxXKJVqtFomLcnE0sDcK26K31E6d10ighSRVRrKmUN1HtH+DRwwts33EtX1uoo5N58l5GIefi52wmji+SL7qMbNvNwomvkyYaIzorG2FUyzQ6LYgzoqU6PbVN7Ljhdo48ci8bBgbYyEuIZvpZjmd5/u2v5vj++2jW7yW0FrBzMXNzjYv92nd5ltMNl7t0OZuu37m8fkfedvPTPcRXNV2/s7bfuZo3Ne7qzuXWnRc83UN8VdPVnWen7nS5vBx+6Suo1oNuvnOR+U6Xy8d543shxJ8IIeaEEA+ddt8vCyGmhBD3nby98rTHfk4IcUgIcUAI8YoLOYk4aRO3Jhnf91ni+iMst1NK617Kg4dOMDf3ED2FGRYnjjBzeBKikMnxKSxToNkK2ffwJEuLELQ9Fhcy1o3upFStYVuKYtmiHsdMLRxiy7Z+2u0mhWKFUm+R3uEcxXLM1PEl6ksBS4sNlFLMzsxjtEu5OEj/9ldyrD3LLbfdznOvvQ1f1Ck5KYO9WxnesIFmWuTr993P/ORxHrj7y7QWF8l0C+PEKFuiFdjSIWd76ChBpxmuJRnqH0BkkHo+wWJAlPMp1KrkvH4Gh9fhuBIw5HIexhiSOCZLUuI4pre3l3a7jcoMy41FnEKJMFKUygVmpw4xN3uCt9x5K8LSXDM3yyM/9lPUOhk538XFYAmDhcKYlZuWGYnMQGu0EXRO1usRp33xpFz5YttSYp/8W1hy5XayCLyUcqWdY2EssTKTJQXGkhghUAIyHp+tOn2m6vQ+kCvtjbBWZqdOe/zUzQjOEEBz8n5l2aSWRWq7JK5D6Nh0HIumLWl5LscrBQ5VXKarHg0JtrARKsOgyGRCx0nxMoHRDgmCQqjJMFjKIo0VwfIyi5NHsdIOvqcZHz9Oo7GI0gmPHjqCkfLkjqgWPbU+0kRxz9fuRUgoFAr4hTyOu3LFr+s6ZEpRLJeIwhStBFoJhLTItKJUKWL5Eq/o4ns2aMX01Ayt5SZprFER+G4OkXOpDQ/x4ttfQWVgHdWBATZu2UhvX5Fy0WJp4hskQUrOKeCUdyBtj2YrRXVymMTDd2voTHN4/xcYf+TjLMx8nlL/AM+/5U30FUospjFbb301priZXG2Eu77nvbiV2wgaKQ/ve4Drr7vuQr7iT5oroTtdLh/dcLnL1UjX71zdfkc+Z+dl+FR8c9H1O2v7nXwud1ne867uXO26c81l+FR8c9HVnWen7nS5fOy/9c5uvvMU850ul48LuYL5Q8DvA3/2hPt/xxjz/59+hxBiF/BmYDcwAnxaCLHdGKPOeRKOx7qNOzGtSWjPUA8z0qjFjo03UHZGaDl1BoY8Dh38BirrUO3RVGpVUAItLXzfp9FaplSu0YkWmZiYJ9EWRyZPUJqus3HbMGE0QSuaJz5RYd3gXrzcCRLxKDuefzNp1ItYOsTszD7aqcTVmsVgllE5Ts2HfZ/7AGlrklAplswmtux4KSI4ysSix95dN/N3f/Gb7L1+B3HvXorl72WucxjH3YzldTDNhzi6/xECJRkZ20xzuUN/Ty9+oYeKZXOoFTKQCCJLYvWWSWbzjNSGqWcdNuWrJGR4wmaqMw1+L1luBCdOKA0Pk4rNzC812NxXYLbhsuu5t+CFRzBYbAwWOPKTP82oapN4PiqzCeyMIpKWZSgkkLiGzBZUAgfQSK1pEuLZ3sp4Gp9URNQ6EOZyWMQkjoVtYgw2iRRoCUYLJA4CG02Ia2wi28NREuNmaO1ihIWTdYiIaNp5BtMM26Q0HQ9PZeQy0MLm0bE+kmoOu6WoLjYZDlpkaYixiii5QGoN4WZNEpnhUSSxLYrSYuK6G6mvH8LtLUBfjlxpAK9UwfUqyCo4Jodv+zgIFn1FFrQ58MnPMPgXn6AvncJCEUobpVykkyK0RJsiyBbCpLg4yKRD0bMICZhfalMsl8n5ZdqNJmmc4DoWpVIJg8KgWF5uUqxUWFpeoljM4+UdkjSm0pPDdR3Wj25m+sQU9flFbNsGYyjmSiwuztAzUKNQtOlECSpWVMuSOJhHaJ8ssrFdSdhKkO4Jjj8yhW3bSAmDfQFRFJGkilq1RsfdQxp8hW3X70KWCxxKRnE4hIwblAoB87MJ1VwR23JZXJqjb6Oh3W4QSodUN0kyiyNHZlgMEkYsQ+oXed2P/ir/9I//m6Nf/H3u97ILEpqL4ENcZt3pcnn4ZgqX11padj6+md6jq4wP0fU7V6XfEdd+84Q84z/122v6HXPS75jT/I4btJn95Ge47rtfc96+u35nbb+TBcnlGtIP0dWdq1R3dl26T8EznPGf+q8XqTuvPW/fXd15dupOl8vD4dvvpL/zzZHviE/9xUW9RzN3/OB5850ul4/zBszGmM8JITZeYH+vAT5qjImBo0KIQ8DzgC+f8ygtyNIySlaoVbezc2MvqdrH8tSjhFmMMoZqpcLoepc4FPT2Vpk6tkgSLrNubC+zM4vU2w3CDgRBmygAo3x0LDCVHMuRw+DIzVzXV2F8fJzDR+5G6g7SRMjwGKpYZ25hgle+5ic5PL7Mgc98gA09Y4xu1dx934PkW0Msz4QMrb+GF37rd+NX1zFxKKa/krBnzxhe7p202hn33XeAr33th9FRwu6dexif2k/NLbBl6wvZNLyDkBQtfAq1furNABeB0CFGJczOLtDfP8jWnbs4fvAApa17iDOD9EBaLtu3b+ehb9zP2JYqUdwmySKiTodrtu9m8uj9DI2OIcwyb3j1axhuLPC1X/wtdnQMkXHxlQtATq0ITklJIlfgpzZoQTunkQYSY+FRw1EtZAqxIylJm+UqmLiN5RgkOSLyCMvGxmAlCZbQSJmBzhDCBmmwVYSrNYkKsVSNGMiZgCRyqEhFkItpezb5yKIpCwQ/9V30Xn8Tm9wSWqcoBzypCccPcfi//D5bFhq4Ko/SKVIb8tIFrTBKs5BXjH3XG+kdGkablEykZMZFuxaJcdEyIMssNCFCWPiRJjMOu26/A/HCm3j0Z97P9voittEY26CVxkZjpEEaC6RNKiXCy1Es9xLMpRT9PMuLSwzWqigrxXEcok5ArVymVFzZVCL0YhYXF/E9D9u2CTsdcoUCju1iWQ7Hjo0jJfi+jzGGQjGP53lg2diWi+e5YEncnCGNI0rlXtqNBGU0adSBNEF4ilKpRJpE2La1UnRfSnzXoZgvsWHn9Twy/w3Gj+2nkT1KueAxPR1S6q2iqOBYKfm8JFEBlvCYnVrgOS99GSfmGoz2bWHP9uvZ/9B93PjcF7Bj916MLQnCJq97/bfzUMHwz5/4PxcoDU+OK6I7XS45V1tweq6A+HK+ltOXoXV55tD1O1en3xE7tj2VYb/iLHzsU/RefxPJE/xOOn6I/I17z3v8xfqd7PA09paRc3fe9Ttr+p2//Yv/cok+AWfS1Z2rVXe2P5Vhv+IsfOzfzqE751+NePG6M4W9Zd25O+/qzrNTd7pccr76prfTNz111eQ7+S88cf7icR5849vPm+9cLEOf+J88/IZ3njvf6XLZeCo1mN8lhHgrcA/wk8aYOrAOOL0a/eTJ+86J41qMbu6j3YoJ6iHx7BSHjn2DodIoiTdH0ephZnqKRnORfK7E0vwiw0P9BB1Ybk5SKJbpBD7tJoSdkzN9RlOtFdlz4+08ePDLBBN1dJbQai6ACsg6GqE8DA6DA6Osu2kTBw7P86KX3cKQdQ9GQRZE9BWKLDWWsC1JHNcJO9Pg2mzdtIP60Yf41D/+DU4Vdmy9kfGDjyCTJjKKONaY5kTdgq1bePDAYXY6g4icwLaqzM48grJHUWmTgqdJ0ohCrriy2QQui7PHGNu7l1ZHUZ+aQEqbshcSZy4D1TyduQjXkzTnpgj711HtHWJyeoIbdpQg7bD0sb9m08QMdpQQeg5CC1xStGVIjCAxLo42tLwYz7axUwtPQTlJiJwQYQTGtkmtGGFl2KlHwXgoDdr0EDsxgSPRlkOcF8Rlj7TgY+d9slqZXKGM3zOM31/FK/vk+9dhPXAv4nf/hLhS4v5antEgZqSZcOLFNzD8rh9kzvE4YXsEskMp9VC2IJUgx65h6x/8NtEffwT5iS9SEAnGFsSZhS0NtrBpORo8h4Yr0MaAtrCNwNVqZWkIgtQC27hYOiW2JRiblhLM53Js+p1fZf4H30M5a2JEjNEWCoM2MVIbjBEYG4yQPHzgCEP9Q6QqpafWR7niY1kpc62IUqVC2AkI2y3Wr19Pb7WCY9krtYKERmeGKAgwWmBZijiIcV0bz/NQShGG4cpSFdumHQRIz8KyPDpBHdv2SRJJGEOWge1IqrUyuVJuZRflLKPZbpMv+PhuDmNWlouNH9+H7SrqC0ukbhHjuxSLA8wszrJl4zYarUMEgcLPe2SsbLJx39e/zotvuwNL5nj4oa9wdOIQu/c8Fy2KGKGx8xCmhh0v+U4OLUbc988PPgUZedJcMt3p8uzhyQbFF3Ll8ak2lysI7obMVxVdv/MM9jvwU5d8wC+EB3/p11b1O+kD9+K/5fVntZ/++d866XduXdPvhHNtoj/+CLWf/89rP/FT8DvReB1/fW3Nrrt+Z22/4//DH1yKj82Toas7z2jdeXp48Jfefw7decNZ7ad//jfP+zsrnGud1J0fWvuJn5LuLOGv71mz667uPDt1p8ul5+nKd675vd9Y85zM8+48K98Rn/voeV/LtX/zQQCiW75r7XznKXDN3/4BM3e8fc18p8vl42ID5j8EfoWVGt2/AvxX4Ptglercq9X5BoQQ7wDeAVAul6kWNrDvoS+QtwOCtiFnIArbtFsN3LiJ5/sIO0/QSRgZ6EfrBC0zRsfWk6Wwc88upibnOD5+iFJxAN/up1yuMj/XYKBcZHlxmlrJJXPmGBzbi1css//Il2m1FzDTksXJGZ5z7V72ffkrHPjGIZyiTWcp4Nrrd+PYbaqjefJ5i9kH/wwlbJYmF2k2QtpJk/7BF3Es2c9g3y4qVZ8jxx5gcMtGrt10O+u27iGJYlrT40xP3sONN97JwQNL5PwFpJb4FZ/l5UWE9vCKPn5lmN6hEZidBb8XlxnKpb04qs51N6xn8vBDtJoJuaOPUs0rpqb2MTa4ibgxyfr+15HqRapLLdquIbUFhTRD+xCalS+pNB4FR2GwaTpV1EtfwOCb30xY8Egdi1wroPPFzzP70X+hJ5jFjxWBnScUivlaEfejv0ecWUhlMEYCEkdr8sZgA16qyGyBlxo0KYErsJMiy9YDDBU87rZaHPqWF5EGHiOvvYtOqUhLu2jRwU0SUs9BISDLkDLDTxXGzdN+59uovuzlzLzvvfS0DZnlIWmjtIWPBdgYMrwMhHFJJWjTJnYE5VRjYXCwcYlJcTFaEDiGopAk0mLwd9/P1I/9BMNZTCAslNDYKDAOQlh4OkSFDbaMjdJodoiUYmapxfSSpNVcxrOg0WhQqZSpVqs02y1yuRy1nspKfbckoVIqMDk5Ta5QotMJcG0fYcCyVmoRpWlKlITkCwUUioX5OpZjk/N9gk6KtCSZ0ZRrRXxXYEREu5kipcIYG4FLHGmCYBHfz3P48GEqffNE7Yh6U7HnuS9n//33cO3ObcxN5liYO0pPXy+dToswMRhSMhXwwhfdhJ0rkgaKjVt3cM3unbhejczYILPHNsmI7Q4v//a3cN8//9pFysiT5pLqTpdLy5MJS9cKeNfq42JLUVyKPi5nENwNma8Kun7nGex3Rt5z4eHyzPt+9zG/Y07zO6W3vnHV9tOd1hl+xyDRWuM85nd+ZE2/c4r/8YE/5LrA40WvvYtDpR+5YL9jXvYo4gVrXZn91PyOOTiP2N6/as9dv7O23ynXei/4s3YJ6OrOM1p3fvqCB3Lmff9tDd1506rtpzvN8+jO2r+zTvE/PvAHp+nOhf/OMi97OeIFa12Z/VR1Zw6xfWDVnru68+zUnS6XluA9v0T7y/deUL7T/+9/tWofh175tlXznY0f/98Xf2In851X/PWfX9Th/uc/wok7vmONfOepMfSJDzJ5x1tWzXe6XD4uKmA2xsye+lsI8UHgn07+cxIYO63pKDC9Rh8fAD4AsGXjenNw378zfiRgbGQAYxYQKmNoQLHcLNKK52nHHWzhMDw4xOJ8QJoFGNlh0xZBzq/SbC0yPDyMymKkWFkqc3x8P8MbJzl+ZJL+6lYsIfE9h0qxxMR0HZnl2TIqWTdWYHpCcPjIfTQaMRtGh5hfnEPkLfYdPsy2zVv46oMPY1KBlhm2ayNSB1/UICkzPv8Idn8FldlUcy8gPyAZ3fZiyJqgYqK4Q7nWz8JSH0uNZfpHc8w/vJ9CZYh2x7DcajBQ6sEu9IIUbL3uZh75zF8ysuMOgqaip7zI1ImjbKpsoFioEWYRjfF9uMMbsS0PmSxjqZBC0UVYNs0owFEKoVKMsdGZIZWCkmWjs4zEtmmMrmfdr7yXfQUXyxi0yhDaZanQS/TKb2Pktpez9Ou/j33/vYisgyTBtkqYwKEap2iZkVogbB+0ATTaUig7RyxTQhcELkpAZKVkOgFt2CWrWH/7rzznx9/DQqlMIQ5p5yW5rERow/qwA1mLVNoct0C4DraV4ieS43tHUds20nfvw/hSYKeQOivLlfAkllIomZEhqHYCFj/yYcJWQry0TNOk5DsJ+TiC196Bc9e3kcYKWzg0HMn8UAFrdBRx4AjCMiAlaENmNJbRxJnNwPAIKjnOpq3rOTY5hdtwSJKEop9nbv44juvQCjq0220KxRymsYwxhi1jG0hFitYGz80RxwlS2JTLZZrNBlprgiCgXC6idIqRhiRKVoroG4MUHmkakHMcqrUcrmshtKHdjNHSwbIEtm2RpQLLQKYMCEGhlCcOFFmWYFmaIwc/B2mD/fsXqNV6MJZDs5Pg5/IoEizXZWRwiKNHj7J17yC+7+P5PQhhUMJghMIYgSVzGDTFpEgmn9rs4pPhUuuOEKKb7D0NnCvovZyB66lNJ64UT3wdV/K5u1w6un7nme13Lngcjy2wr/C2Vf1OZ7JOYfTsq3qfkt85yQ+/44fofOLLF+V31uQcfmfdb7zntIYuk3/296v6nbXQXb+zpt+Rq2Ysl4eu7jxbdGd+zd9ZncklCqNnX9V7aXTnnXQ+8aUrqDs/e0bTyT/7u67udHWn+zvrEnOh+c7oh//7mn1s/Zc/ZeJd7zsr33lKnMx3Pv2K1/At//oPF9VFsFa+cw6OvP1nz8h3Rv/ug6u2y9bId7pcPuTFHCSEGD7tn68DTu1A+o/Am4UQnhBiE7AN+Or5+ktVQrtzmOuvGaYgFElcJwgivcWcWwAAIABJREFUDh2dZqEeobSL749iW5toBRpFzHJjDssqcPDwQR4+eID5uSUayxHzc02W622mTkyTL7nMHk/B5MBxODwxybp1IzTqBxgstei3OpSLeeYnF+gvr6eU83ju9XvIdESjGTNY62Ww3EPUCRkeHmJoZD2bNl6LJcv0jmyhKRqktmFoUJDLLFzV4aYbdvC85z2fKFOodsLy5BQ529BJ2gwNbyIJmiwcnyIOGiw2l8kVqlhpxPLCcSyhCDtN4sxBKUW+4FHp7cNRGs/PMzd7hOV2B5Fa5CoOSaQoehWCVp1ioUailxCmiNvsoAUIHLRwyOscNePRiROU5TBxy0uo/PYvcLSYZyzIo3DJLElMiEPIoOWxpCXWz/0QnT17sRwHZSvsXImm61H3LZqeREuBo8EyEqPA0jZtz6GsFb0qYjCM2BSmrE8CSnMNyBzWNWOuqw2jnnstBou0mEGUgklI/uJPqP/Au5l657uYed9vsT7M8LAJM0PqGQIEm1//JjK/SKxjIkeiLIE2FlgGy9hoaZHYkkIY0vP5r7Dl/n1sevgA2w4fZPPcDLXGEsN/+i+4n72bojS4gJtp6rZh7FteRigsdBqiUaRarpgPYcAp0uwk1BtLNJbnmZ44RLQ8y8LkEWwVIcWK+agUSwjbohPGLCwsUe3pJclipqcnWVpaIjMarSBVmuVGAykluVyOnp4qwhZEaYzjSqQDhUIerRWdTgvXtZFCo5IOKg1IkwhLejjSQaeaditACIssVeS8PFmiqC8uE8YSxy/imgppYxEnTcg7HsgMhUuqI2Jl0d+/lTCMabamsOggtI0QCoSFwUUjQWQIAxILIQyRkxHLK7e/w6XWnS5XllO7BF9IuyvN6Tsfr8aTOae1+rmcV2d3uXx0/c4z2++cj/2/9Du05ufO63empxbOOvYp+Z3TWMvviOECYqwfd11tVb9jPvP11V/UKn5nwy/+BDvPCJdXGH3r61b1O+qv/nXVrrt+Z22/o6/grvNd3bnadee3ac3PXoDuzJ917OXXnSJibAB3Xc8aunPP6i9qVd15NzufEC4DjL719WvozidX7bqrO89O3elyaTlfvlP6j384Z7h8irHf/6Wz8p2nxGn5zlos3fkOJl/97Yz/4M+t+viW//4bq+c7q9B6xXeQftt3n5XvqJf9wKrtN37wN1bNd7pcPs4bMAsh/pKVIu47hBCTQojvB35TCPGgEOIB4GXATwAYY/YBfw3sBz4J/PCF7DAqhIUlihizSKkq2Lrtenbu3UnPwCh2DrxinnxxiDe9+YfIFasUSy7fevttaCXxvWHi0MLN5Wl15qn2OAwMVimVKgRtiMKEjZuGGRiQVEs240cnWJhbJEtDtm/fSaoVE+MnmDwxSbU6zMLiDEp4jG7cStRaJO0EDFYr9PcUkCQsL8xz7e6t9A247Lz+Wxm7Zgep2c7Y9j3suu5GPvXlD9MzOMrI2HbaaYfB3gp2lmKymEazTha3ue7a2yn1DrP35hcwM7tIZ2GKStHixOw8JgtRcUL/2DUUahVOtFu0ljpUav0kwRSNRoMtY7uZakGnvYwnYjpRzMbt15MrVDE6w2kGGClQ0sZYEnREpAKMV2B2xw7Ee95OEjnk45TZcozMNF7qYWuf0HFZyjrYdob2C+Tf+w4WrBxKFsgnCWMLJ+g/NEn13ofx//0eFj/1BWyVEXkWOjN4WZvp3/0jTvzgu1j44R9l7p0/ROf73kn+7z5J5ClCV1O98w46dg6dpBRCm7yE1p//ORv+5p/IZRF+mjL2yFHm3/2r9KkMW1rYsWKwDeHOa5izLXAUiSNwFWTGgMgIbRs7FsjMJdU22hgWrIzItsiEJMOQZhmB1WD5z/+GYhqQOAJjQS02yC2baLk+eddeCYlsH0tDoGMskxIHLdrLDSaPHadartDpdOjpqVGpFvGkRSVfRKUZm9ZvIJfLMTQ0RLvdZmZmhnyxRG9vL61WG8uxabebhGFIGAdkWUYn6lAo5unrq6JRlMtFbAdcz0bYCtez8D2HnOeThBFB0CFTCXHUxOgEqRVJ0IFMYRINqUGnhmZ9jlYz5Pobb8DzCpRLBfI5hzjooONlwrSNUTaWzGMjaS9PMdhfxJUroi4t0Cc12EJgY5CsGKCIgMwEF6M75+VK6E6XZy4XG7qeHhQ/Mei90LIcl7NkRbccxjObrt+5+vzOed/vJ+F3GtNTZxx7oX6nNNyHv6EPsb6G2NDHwI9//2N9pB/+x1X9zsYf+b4znsvb1L+q31n9RZ3td85F7TUvW9XvrEbX76y8D6v5HcPlueKpqzvf7LozecaxF647/fgb+hHrexAb+hn48cfDlfTD/7CG7nz/Gc/lbRq4jLpzW1d3vsl1p8ul5Xz5zpNh+A/fd0a+c6EcvOs7mHzVf2L2Vd9B++Vvon3rGx/Ld/o/+kerHmNe8roz8p3J1/3oqu1WzXdW4Vz5ztFvf+eqx6yW73S5fJx3nY8x5j+tcvf/Okf79wPvfzInoZUmnzM8fGiWntogJkoJ2w2sZp6+3jbFWi89g0M88PDdVPt8JvaH/Nun/y/FUi/z8/Ps2X0dUbxIpGPWb9zAkcOThEGC59t0giX6erZSX5yhVvTptDNK/VVmW3Pk+nMEdYW0MiZmDzO7oJDOAuVKD2GrzrW7nsPE+ByRClkOZoi1IUlhYmICYwnGdl7HNdfdxtiOWzk++yj9w+tYL/tph1OgIkq9gxw/+giOa8jXBqmu284XPvdxrN4a6zbv5MDRCbZu3srBmYd58KF72XbTq5FCE4cxdg0yfEbHnk9y5NM0lnOQeGzYMMbRI19nw64XUkjmSNIliuUai40E1+lBmiUSlVFIbDKpSS2NEjFt1+DisvUn30V7QRO5HjJNqLRbBFNHWTo0Tv+u3VTWr0frAi1riZ5IkQqX9ituYv3Hv0R9eQrrbT9DgUUsAQif5tgY5Vt3M+PmcJRkyY8pTc0w0tQs6oScZWOIsFyHTKUE5SIDL7iBVITkbZ/I8VlXn2Pp059lyXHx1TK9oaJeChloKpoH7iW44XmUGhYVIxjvy+H29WJNLQM2fgomZ4EDkhYyDZC2wMoiCnFKpDUojbQEiUlxpcAyCTJqk1iGthHUAkPVUlCr0TSGWhwh/ByptNFa4+Z8LBWg4xY7t27m+PHjpJlGei5esUAzClg3MoTWYFsWhw4+Sk9fL61Oh+07dzB/YpJcrkCUJBggCAJsz8XL58gXHEBjWRZpGqNMhpQQxyG+n8dyJHnPJezECNcjbIcIDCrLcFyLNOzgF4qoLEEIC2U0ruuilEJqCUmdQnmYqflHyZVdKjnF/OIcpD6uCrC8KpYNx44fxLZiOs0WWRRiEYPw0VojpcQYi5VyWxqJBASFtMqJycNP5qt+wVwJ3ely5biYwPj0chkXslHfxYS33cC3y+l0/c7V53fOOZ4PT9JeKD8pv7Pv13+H3T/7EwAUt4ycPX6T02f4nWt/7WfOeQ72Kn6n+uNvW7Xtan5nVVbxO+djNb+zGl2/s7bfUcnlyVO6uvNs052JJ/07a9+v/za7f/bdABS3nL13mp6ceoLunL1a4XRW153vW7VtV3e6unMa3d9Zz2DOle9s++O1N+Fbiw3/8ZeYF72R+vIUjVvfcka+c3xsjI0f/r0z2h/7np9g5PjkmvnOahx51fewFEVn5TurYa2W76zC+fKd1Vgt3+ly+bjYTf4uLQJuvf45LEwtUi5W6MgmraZDz/A6xscfJbfgccvt3854fZL61EaC9Bi9PUPYxmJ2dpZHHryfJAnwfJelpSWSRCOEoKenTBj3MHliicXFgGLew8Jn4cQiO3aPMTWxwLrREcpVlzAcorHcJo5LlL0irpEcOHaYNHToHJog1hm79ryWfGWMe+7/LAXXZf++b/D1L36J3pHPcPOdb8C2bSyWqObzLMwvU6qNEIhJOlP3EQUNSv2wa2Qdru3QMR4lXWeqvkRsQ63cT7w4jdNXYqYTsqHYR2xCRNAk0Sk9xc20fY2s5vDinYjOBEemJiiV8+BmrLcsinZM5lqIuE0oNEKkeKlEyTw9UcLCrddSr9VoOpJirOlYGfZnv4D/P/+Sa4xmybXo7L6R4Z/7UVqihNQpgZNn8y0vJf74Z0mFoZI0CPwCRmZYQqC8PB2ZJx9ZWJnBVT6WSshIKEiB1DE2NpnI8LTHvFsmzvfiZjFaRSilmP3M/2W0GdLORRALAlfixBKjMlr//O+Utl9P7NqESpNlUNqxB3ViCi9JCbwERRm0BOViPElmKTKdkkgfz2iEjHEySSolaEilwouXyKcutvRwrA6BDZlKKaOJPB9Xa6QOkHZKU3gIC3LFIrOTRyhWc0ycOMFwfw9ZklIuF8nihEyAMhlIwY5d13D8+HHmZmbJuR6D/QMsNVtkQuOXHYp+AUsJ8tKjnYWUi3lKXo5mswmZBUqQZBopPYgUOdtnebmJVoYgiEDB2NYNTEUaFRtQktQoPK+I1ppCoYTOEqLAxZCRtJvoNGWunWBhoYlQdh6dKXKuT6czQ6Jh26aXMrDppRjpYVSEkS5SWzgywyAJcXEcG8IloqjJ+FR3hVSXc3OhVw4/00tFdDfk63JJ6PqdS+p31mLqPe+nXvvxs/zOxu98I/CCx9plM52z/M65eKLfOR+r+R1Y7Xc9q/qd+V/5CP3vPfOqw9X8zvlYze+s+vq6fmdNv5MknfO+z89YurpzhXTnV1f9nbXxO8/c0C+baT8NurM6q+vOH9P/3icsN+/qTld3ujytrJXveF9efUO/mZe8nsrJfEfvvpGx3/35s9rEpGvmO0/kfPnOaqyV76za9iP/jfbL33RmvrMK4XnyndVYLd/pcvl4RgTMURThOb1s3b6NegfWD2/ENE4g9CQ37N5IGuX42J/+Ii+58y3Utmzk8MMl2osT9A8MkU5roihibMMofs4jn88zc2IWYwxx3KEqC5yYXiLJLAqFAolIiayU+x8+iqv7Wa4fxnUdgiBAa8327dtZqi+QpilB5KKVQRZ6WL+xRlsvccNzXs2eF+/CcfM8evdn0HaEVdvJ5q1bMJbGKEGKQ7GnSl7FVIs72D83javg0W/8B+vKBTYW9nJkIcSIiC0D28lH15GIFstzy/gipmhCHDRBM0SZJuWBLcTk2bBpM0uNY9TKDvsPLzA21MviwgJhs42sOogsxMpsdLayMV0mQRpJbBswLn2veQXjMqWn7dLxU4YmjtH4wEdxHQeCkIoVUrjvbtj/Sho3jNGTWEgt8IcHqTs+tkpQEoxSIEFog3BsjABhVgIYaQwqzRDaYE7mRY9dhQh4I0MsmhhPCTpSU8Ri6svfoGoZnCBFCgcjwQK0FDQPHWdAWES2xACOgr49O1j+7L/hAZqTG3eJlSVGBomRoHSCpSOUrUDGKCFxMhtLS2JLINwSgW2wrJjEpERWDrszDyIGBZYWZA5kUuIqTSolaZpijMH3ffr7+0lSRZqmONJicm4B23XItMEv5PnsZz+LZVmMjIyAIzh0/DBpqFjXP0SYxkht6OktMzs9RRiDZzvoNEIph6npaVzXwfUttMko5gv4vo8rXNy8i8gkcRwTBBHFYpmlpSUc3yXnOI/tpJzL5Wi22xghCcMIYVlkmX5sSZYQAm0UygiaC5PUyjlMcYBiZROkkMgQ2ytiGRcVN4kyhVtwcWVK1vCZmz6EiOrUJ+5/OiSjy1XOMyGoPdc5XOkNAbt889D1O5fW76zFan7H/843ntXO2n/oLL9zLp7od87HE/1O79tWD5cBRn/zl0ne3TnL75zFKn7nfKzqd1ah63fW9jsquTwlwa4EXd15OnXnTWe1u/K6851rth39zf+P5N0/3dWdru50eYazVr6zGrMvfQOubZ+Z76xCcI5854mcL995Ig+846fRjx5bNd/Z//rvZdfffeisY1Ihzsx3VuF8+c6qrJLvdLl8PCMCZiEk9U7A/mPH6R2+lUgXCVWT4XIfzSVFYcAiFwXs/8bHqFZH2b5hHeFgkeVWyO5rd9MJWuRyBZROeOihBxgcHKSnpx+VacL2AsMjdxBHmhPj97O83CBRipHeEp0TS4Qio2WaOK5gy5YtNJrzdDpNxtaPkOs49PZuotWZZXluGplN8oW//xJaa7QeotY3Sj2ucstd16EDQ5iE+CULI2Ms4bEYxJQrOdbvfSlR4xhjY2N8/rOfIbjnK5Q33Eilt0raWaJW6yVyiixP17n/6/eQL5Zpqxindz2hCukZ3sP88hJhmpHLF2lMnmDTtl0ce/RLONgkacDdX/k8b7zrNtCQZRpLaBxlMEIiREbLeAyPbUe6FiIOaNoa81efoD9NUTojcBJyyiLTivSfPkb/7E7CuSZZrBifnaKk23i2RSY0EgdlNAIBjoU2BmlW6khZCFSWARohbDCGU5vIGikYfs51HC+6FIOU2IWRNKU1PkcmFEVjERmBEXpFKKSiN9I4Wfr/2HvzKMmOu873ExF3yz0ra+/qrt5biyVZsmx5F7INtjE8jG2wh20YZjysj+XhOZhz5sEZhsPMWwYPw5kZYOCdYQCzGWOG1TYYC2yPJcvaLMktq9fq6uras3K/a0S8P7K0VWdVt6RqqVvOj06dVldF3ryZ0fmt7/3Gjd+PxBNEaAKjYGaMRAqsNBgrsBiMECg0nhZ4mUIkEl+7JMZFaIUWDkhDIjWukayNTBGYALKMOO/Q8wI4fY68DrHCBWkQwiL0011MO51O/6vdws+X8DyPQi7P/Pw8YxOTNJtNsjQh0xnVarVvLkyGcEvESYdyscTCwgJeIcAPyrQ7IblShSTu0Gi00FoThTGu6+MHAdokpElC2yjy+WL/PLRBWEu5WKReX8NIhQGklCRpih+45L0cjdYGaZb2J8VKdKLRaUoiJEr151kphSsMwrr4uXEolvDVOnd/6jeZvelOZg++jvraaZbPnWRjY51yaYRizuP83ENMjB5kY30eoYcluIbsDltD3d0MoYdh8ZCrhaHf2V2/sx3eAL8Dr754Pt76Shb+4I+e8jviZ354x/nb6nd2HPvbn2Cu+I5n+Z1LMcjvXHTcAX7nUugBfgeOXDRu6He29zvXMkPdeSl1Z8B8vPVWFv7gD5+hOz+y4/w9N93504uusy7Fi6s7FzPUnZen7gzZXbbLdwZRGpDv9H7635D/yL95aszch/5PuO/BbfOdreyU78z8p1+4aHz5EvnOILbmO4MILpHvDGJQvjPkynFVBMxREnH23Byu1cT1U0yNHGGiOE6jkdJpGZyiZfrQN9BorLC09ACrF2IqowHrixtMHZjB8R2eOHWSybFRbrjhFSwvL9PtRLQ6EcV9h7n+1R9kfeVBFs//L0bKo/SSKsK22TtdRY4U8TzJSK3M4tICk9M1XE/S7rYoBKCTIn7gUq/HRN0e+WCKkbF9LK3HNE98lRte+W6CNGRj7Qkim/Hw3We55eZbObhvFlUrQCaI4nUWLixT8CSve8f7OfnA37FPxmTaJemsEMYJXrFI1ouYPXKAbtThC/d+iptecz0yiFEyIMtapFmJ1GRUxvfR2FhgYu91lHyPhaV5ShN7kEphyfofSmHIpZbY00hjSRwFsUC6Kakj8DNFq91gXFpsqilagbUBvRzk77mfyc8/iBQW4Uq6pr89x0kdYjfAswINSAvGVWgpEPRXsFxjSJ4ROlo0GIVR/YZb4tABMmtQykVJg2o3GOsmaCcjsxkIF2v7zQ2EI8j3Qmi3McUaxlU4SUY6UiShb0g0EiEsVrpELviJQBqLtZpEajJlEVk/uBLWgGvwtc+hD7yHphAUbEacGSwJS1+4h7EsInR9YmNRxqK0xUiBkBKtNUq5dNstUB6VfA1HCkZGRkjihEqpTBytk/N8wjBkanqCSqXC8toGWEViLH6pRr5UZqW+ATpjanKUJN7ASA1k7D0wTZIkZHFGEqYUi0WcfMDqxhrjIyOkcYxyDJqUzMYoUcDYjFyuTKoTgsCl1WqhHMgXiqytdZBKoFODTQyFUpFe1MXzPawU5J08kfBomwTVvMCJ+88gSiOsny8Qzz/B8cfu6c+LW8CdPcjcoyc5v3ye2e+8jTtvv4NTTzzIlz/1sZdANYZcq1zqzuHL4VoNjAed99VwN/eQF4+h39ldv7MtW/zO/v/357YdOvNdH7isuTv5oX+Llj/xLL+zE4P8DgyuQfoUA/zOVgb5nZ0I/+rzNMWrnuV3xPveOnDs0O9s73e+8o9/vPPcXcUMdeel0p2f33bozHf9k8uau5Mf+oWLrrN2YrDuXIIrojufu+g6S7zvbQPHDnXn5ak7Q3aXbfOdLTzywz8Nj50YmO9kd7z76Xzni/cCg/OdQ7/6by8+gR3ynUFcMt8ZwNZ8Z+CYHfKdV/zORy4av/jTv0Tuy3dflO8MuXJcFQGztQbfKXHToVexuHya1tJxRpxxllbm2LO/yLg7TeBPk1VnaFhDtbxCd32B8REPY1KKxRI3HLuO5eVlvvLwI8zOHmB9rUm1Ns2BI9/Dg4/fS2AWyQcBfsFh1K+A9qCXceLE15icGqPTbRLHMadOzpEvFKnVapiWIBhv4AZF/D012nUPHRnOz99PvdNhprifOPwSn/3rvyWKEkJb5p3f+pP0uh1ai48QOgVy/n5qtSOovR0CkdDoJhw8diP1+XvISvvpbCwxOVbi7MMPcNMNN3KmEXLo8A0os0yv3eTQdJmF+dOMjZdodnsUxivkZIDxM3SvRDlwOLO0zuieYyjPB3oInaEMZFiEsSRoXAFGGowUOL0AkbfM3Pk6xONnwbF04w5ZoKlEmoankY4EHKxKAAc/dXEySYxE9D/2CAsyF6AFiMxgNlfWpbFg+40KnqkNVgBj47hW0NMaD+jMz5HXKaEj0K4DGVhhMQgyaygZDTrFYNFW4ApBmsuBVAjR74xthEFbQS5WhDYjUwpjNcoRuNYQO5pWLqXUlaDzLH/HnXh33IAVCTpNkSrH9WHMueNPIAGTZHhSkElLoPor9FmWEYYhQRAwVhsl1oZWs4XvuwghaDcaKKUIfB/P98mSlJwf0NxoUKvkiXIB0qtww+03cvrsIpXxw0gdsjD3VUrlIrHucOToQcKwg5NIbOD1zUuQR+YEQa6IFBlZHOLnFY6bwysERKGm7BcxJsN1FI4rcT2F5+WQShEEhizLiKIEB0EUJSjlYkW/CYbwHWwRwl4bGaUEriKfh7MP/DXxYpvMSmzgM3PwlZx46IsI2+Fb3/lBRg/cTOKMsvfG0RdZLYZc63y91jK+VkPxIbvL0O/srt/Zjq1+p/77H6M2YKv6c2GQ39mRAX4HZnd+zCC/s3XIAL+zHYv/5b/Ru+N9F/kdGLytFoZ+Zzu/4+UG14O8FhjqzkulO39M7bvf/4Lmbnd05xLsuu78Br0B11k7MdSdl5/uDNldtst3tnLzr3+E8K73vqB8ZxA75jsDCC6V7wx8kmfnOwPfh23yHfnZjw4c39sh3xlyZbgqAmZpBU4wQnnmZrwjIY4Xkc7NM+vGVIpdVhZOU7Ad9h25i5mJWzi+9jc0I8tc2sVtdRmt1gCHNE4YqVSZnBwnChcxxtBcvhe6hjPzXyJvI7qtPKvdBfbMFnBzI9x00y0YkzE3d4aJiSlKxQzPzxHHmq4Kaax2GR3TnDm5wER1iumZKpOT19NsdwkbIVlLU/PHyE36PPy1R3ni0T/k4JE3M3/e4abXvprQxqy1l/FlicUzpzn6qkOcu9CkVT/N9NhBFhttdBziScN6e4PllXXGpw5Sqh7ENC2LC/OM7LmVtaUmXmkCLSAzMcrP0VrvUCzkkUEZrzRGkmp8ZVFaIwzEDrjGIjxFkMRI2UU7edp+yljq03nrm1n70qOMPvIVimg6xDiZiycTHO2QT30ST2OtJRMOXScml8UY4fUDIgMy8Pq1wTBYLMoqhLY8M0t5UoQMQM7HyTTGUfja0jpxkiIJNjMkNsOxEqzG4KAsSAy0m3jswVqNtQbleFgjwVisAi00xgocBEpZhBX0ciX8t78Nt1Qhl/colPPoUoCaPUpregwd9lspSFnEaoX8i09Q1SmRBVeAkxqiQJCikVrh+pLAz7N64RzlYgmTZmityTJBGseM1qoYLMr1CfI5pCtotltIKel211FeiTu/4U3c99Ace2ePMT5a4ZN/8VF8D3pxj7HxCp1mk0xHeF5AZizlSp5CoUCr28R1JI4rqQUVup0YKRw26htI4WOMQQgFQrK8uERlpIrREEYhSkjCNEUIiTaWOEmxGDzho7UlNB1yuoyMM0SiMCog7SXo1RZR4lIeL9HodTl74gEC4dELm/zj3X/AdZHm5td/E54/3GIyZMgzGQbJQ3Zi6Hd21+9s+z4P8DsveO4G+J0dGeB34BLnMcDvbGWQ32n+X7/+lN+xz/A7F6b/6UC/A4Pv2h76ne39zrZX3dcAQ935etedS/C8defXttGdwddZ277Goe68LHVnyO6yXb4ziPlbb3pB+c4gdsx3BiAvle8MYGu+Mwj/7/9km2cczHb5zpArx1URMBtrqe2dJX/4dqqFCjpb5p6v/DfK1SI55XLdKwssr5xj/uRnyPmKfftKTO0bJXICls6eYGFhmcDNIaTFD3Ksry2ztHaecikm/OrduMUlik6F1YUm05Mur71ulpWNZcLuMgtPXKBSqzAyMkK9XqfValEoJRw+cojpSZ9Tj6/RPNvgur0HmFuYY6U+z/4WTIyN0o3PUV9r4uc8knkNMSRrHc4653j1nf+ETOUwccLeccnq6QbVasSn/uy/csutb+HI9Xfw+Xs/yf5915N5FYKKT1CdJTs1T7d+nv2ze1hefRyZOQTGcvDw9dS7XRzPw80sIAFNkhqCXA7jZCgJ0npgM7AewmqwGpEKfGKan/0Hiu96F46b0kozgq6P+dc/SvDf/5ILn/k0tSRi1XGpZhGRY1h1LEqE5FNwtUfsGhJSPNOjzM9YAAAgAElEQVQ3HkoIhO+ircUTkkQYHCv6z8uzt35ba5GOInMlyvaLt3vGsD53HiH7IuOhsLa/NQNAaYuWGhNHKG37a2tCg1b9u6c3xckICwgimxIIg9AZyeF9RD/4PjpOAZX1G1EE0kOnlpGuQ1ekRL5A9hIObrRY+dgf4YcW63gIYUAJhFAok5G5iixLSdOUcrnM2toarV5IqVShmPeJlcDzPISjeOLEKapj4yil6CUxWZZhTcbsvgk+9ck/R9uAJG7x8P0XcD2D70tq4xMEvsvM5BTHjx9HeTmirEOtlqPRrpNzA6RS+J5LGMcI4dBqdVHaRfkerusSdtsYJ6NUrKITSy+K0Mag6L9XCIGxkBqLUpI01Xieh3QsIjKIDNyCh/ItecdDllwaYYdetI7QmpGCj1J52toyfeQAM1MTLJ17gmqh8mJIxJCXGU+GsF+PdzI/k6/31//1yNDv7LLf2YZBfufc6jKj//0vKfzMv3heczfI7+zEIL9zKbIBfmfAmbwgvyN+ePuSIEO/s73f0ZdRy/ZqZag7L6XuLG3qzgef19y9fHRn+5IgQ915eerOkF1mm3xnEMd+pV/i4sw73v+88p1B7JTvDBx/iXxn8HNszXdeGMtvew+q0xuY7wy5clwVAbPreZw//RDtk2u86V3fQyuCY6+6i7T5OJ21x+m2DNKUcLMQL19mOdxAW4NN84yPjXDwwD5arRbtdptWq4Xv+7zihmN0uyGFkYTzJ2okUcporUAvbvDFLyxiNRRLPtZWWLnQZHzCUioEjI4XmRitsbK8xP2nQ0qlAuPTVbSNqY2UCXsxGysncW2b2tgYYS+jlMvRjBY4dOwgiRdw+ODNRN2UfGmN+mN/y/33fo6gEOCUbuWNd3wnJ0/cjZk+zOz4QSIR0IvWKNf2UZ2+lereReZPP8Hk+ARTVZ+eKBCgaPQ6GN8lSFPqGx0mRsfI1yr4jsDFRxIDBt8apDUkKsPVAl+DDiRxYrG/9QmmX3mM5vgB2r6DLSm0zki+5zvIfe8HCL2E47//x9zwR5/E8TpIk6LMCMLGpE5EKbJEngGRkkhBKTE45RGQfSODVOTTmCYaqy1GgmsNFlBG4VRG6SkHYTVCCnJY4oV5tNY40iUTEQJwDGRWk0mFS4K2Eq1TfOERopEmD04MkcKgcHDpelBKLZECIyIKkSW0ij1di1UZbeVQ1V3czKfupoS+YTpLMX/xN6z+7ieoSkusDDLTWOFiRIqT9ptaaBMhEIS9DnvGRyiVCnzt1FlSnbC6EZKmMVoaAjdg37791NvrRKnGy7mo1FIpjrOwuESv10NbOD9/EmMMvu/TA0xNk+VyzMULSOGSxRmecOk1urjWIVcqs7GxThzGuK5Lq9khCAoYnZL0QjIZ9gvnS580tbTaXRzHodlu4aini/9bYcisxXVzWCsQVpLGGqNSpDB0Wht4vqJUHqdn1hkNRummdaY8n2+azvGam4/SmHo9zYO3MN92+Opf/DlhvPYSqcaQa4WtzfueyZVq6ncproZg92o4hyEvPkO/s7t+ZzuqP/Bd2AfuH+h3lr63A5t+5y0/sXNTv2cyyO/sxFa/c8O/274O9JNkg/zOFl6I3xE/8v07Pv/Q72zvdzrN+iXn72plqDsvlu58N/aBL2+jOx94hu7s3NTvmbxw3dm+DvSTXHnd+Wc7Pv9Qd16eujNkd1Hb5Dvrb/xORr8wuB/SwU89XcN76Y3vvux8ZxB6h3xnKw99/79EP3F+x3xnIFvynRfCyhveTSXW2+Y7Q64cV0XAjIVaweORL32eMOkwffAWDh64kUaa0cu1SdoLZFFCc22NQpwSOxnNVgNHh7hjNdbXNyiVSv0VxjDkxIkT1MZGmZ2dpRP2mJ6WzM+fAXJY4+E6cPDILNpEWKtxZJkk7aF1ytzcAp5wyftFCpMVFpYWKJfL5HMFcrkcTdkiDEN6nQ5Kx7hCklmPXHUa6ZdYXJijOHof3upZwntPE/U65PYeZe/1NzH31XMIs8DR19/FmUe/wqGb38bxRz5FKQgpFo7SWX2UI4dvphGt4YiEsNOmPDONE3gUi3nWuz0ibch0hDYp7UaT8alJ6vV1Dh4a668gpRmOkRgERkgMBtsLEcqhmKR89ef+I/v+8/9DXhrA4ElB5AqS1JBLBbd/+7eSe+3tnPvwv2dfu4vO9wNrDWwEUIwDrLT9DqP0V5QTa/uCAwjTL/Yu7WatVWNB9DuMunmPjgSMBdlvVqF7CVY+fTejMBatbL8IvLBIFNIPNl+bRTkOymSbK1wCCSgpEUKQCIVIwPVyxCgixxI7At8otAi44HlkUjIdZ+w5s8bp//LrFOZOUQ0sRAYjDNZajDU4YvMc7ebrUS6u69Jut+l0WkRRD+m45HI+lUqBZruDySxxHFMpVmi0G+g4IQxjJicKNM+cBalQSqE3i+RHUYSjFFkWsLy8jrQQBB5SWEYq5X73VGtprNdJk5igWkEIwZ6pGTqdLpmyODmXzKQYk+E4DkmcgLFEUcRYbZROp/d0wKf6DTTSJMb3fdI0AilIE9P/HLgS3/dRnkttfAxvNI/RPW6p7uXY5BEimaN14l5aj91P+cidvPkbbuPuu+9+8fViyDXHTiHzk3y91Gb+eniNQ3Zg6Hd21e/shHjV7bTOXNjR76SvvQ/3ta+5rKkb5Hd2Qm/xO5eDM8DvbK2X/Hz8jrj9ALBzuAwM/c4OfufRz13DF6RD3XkRdefVtM4sXEJ3bsd97R2XNXUvne5seV3PS3cOXtbzD3XnZao7Q3aVnfKdx77le3jFXw2uQfwkU1/4n5y66z2Xle8MYqd8ZyuXk+8MYmu+83w49c8/TGHuFGWb7JjvDLlyXBUBs9aaqVoJN1liT75JQa+iooRqeS/taI3G4jmE45Ivl0BK0shSzddYPr/MSKnKhcVFKtUSjuMwMTHFxkaTcrnKxkaTE48vUCgIpJPSCzVp4hNHmuWlVayIyLKImekparUaQggq5REUlkZ9jVxQYbQ6wsK5eaqjNay1lEoVapUqjuNS8gQLS+ucmb/Ann17iRKLEprm6mPkigWSRv94U5OHCOMct9/1LXRXzrP24JeRGxeYc0IqBUNrpYOoNjl19jgH73oL40dv5L4vfJJ9k1Pk82VSRyDRKK3RaYQjLVHYIYlCTBIxWimzsngBaw8gFGgEwvZXmLSAAOgRkyA4uppx9od+nMPf99203vImukFAEGWk0qBdn7YNWDl0jMO/9hFO/9T/wWhjHV/kiVwoJAKsh7XRU3Pn5nIkm72NhRD9LRtWIwRYq5FSYqwlk0AhRywsCvFU5R0v6a+AYSy4EqkNWkgc+lsphJGofAGrJMR9MZBRiLPZRVls/lLPTL/tRl66mMyQW19nauUCUbeHrG/QScFrbdBbX6Pz2NewzTZj3ZCcEggh0LYvlAgD9ulgGfrF69Mso1QpU/QVjfo6vV6PPbN7ieOYZrOJUi65QsDS0hKVkTLFXJGoFzKzb4YzCwsgFVJKklQ/FbQ9Kd+tZod8Pk8chhgjEUqw0exQKhUIwwgHyDJN3Iv7d3s7Kd1ejEAhpAKjSdMU13XJsowsywiCAGOgGOQI4xjlCIwxOMp52nxZDZlECoEXBHiBi+s69MKYTCd0ShlHZqb55z/0IeZOrbPWXqHQqBOt1vn4p3+LYPIODh25mfuvpDgMednw9R4yv1xf15DnxtDv7K7fuRTlg3vQv/vxHf2OPX4WccOBSx5rkN/Zia1+53JwBvgdePbdhM/F74z+0oeB4mU//9DvbO93/ODixmfXCkPdebF1Zwb9u39yCd05g7jh0gHsS6c7z+a56c7PPodnH+rOy1V3huwul8p3nnj7ezn26T/d8RiH7/4Ep97x7ZfMdwaxU76zlcvJdwaxNd95Lsx9+w9QaLZxH330svKdIVeOqyJgzozmvofuZ6I2SmPxPPWVVc488SiTew+xsrFE1uuhkw7WZITdkJGxcRr1FWojVbJEUwgKNNbblCpF3E6M6+Q5/thpgiBASIMUBXqdiNn9e+h0MiSGKOphSdBasr7aZWlxHaUU+/fvo762SOA6YCy5fIF9+0rU63XiOCbqRvi+DwZyh/eSobnlxoN0OzFL585TrVUIWx1GRkr44w6OG/LoA3+CowosPFojXywgN1YwpRpFdYQz66vM5CucffhLBAF0Tp6kG9fxlKHT2KDXjciXRmk1N0i7MUvLC0zPTmPTCGVSVs+fY21lnlfN3LC5OpOhXYmXgrSGTEFeeDhE9JyUUMDBZsiF3/5doo9/in3f/E5W330nyvHJoh5SGUpJwKmxEWZ+/l/R+vlfxiYJxVRjhKagI1K1+YGX4AQ+GosHGGNQmUWZ/mdZ9ksj988LCzmfTBh8qYiMQQiBl9rN1fYnAyiJkf1uyQLIcFG5gG4Ukpc+RkhYX2Fz7Q5M1g+YEQTCYsjQrqF+3/+C3/l9EIZclmI8H78LnoLMRkijQShS65BKh2BTf6zd7JAqNrfvb2qQ4zi0221cfIQSTEyOoZSi02nhey5YTRh2CfI+WZbguw6+6+F5Hr1eD8frb/Owqe4bjyxDqr4ZMsYQRTHFUhlhDY4jabValCsVtAFXSvK5Er7v4zgO9UaTsBcjhKIXNimWCijl0uv1iBKD47hIqVBCYmyG5zgYYTZX01Os1QhhyeV8sqw/D47jIBHEYYwRBmMz3Kbm9PICv/r//S7lcpmj+2Z59OwCF3o9SuU8TnyOzsLqi64XQ65dnvylvpNpuNZD5mv53IdceYZ+Z3f9zuWgvu99AES/8afb+p3wC18g98Y37nicQX5nx7ne4ncuiwF+B569/XSQ36n+wPZ1lZ8rQ78z2O/opLNr7/GLzVB3Xgrd+Q4Aot/4+A6683lyb3zTjsd56XRny3EH6s72dZWfK0PdefnpzpDdJb2MfGf+be8mKk1w9M9+c9vjHP7Un7H8tvfsmO8MYqd8ZyuXk+8MYmu+M4jGW77tqXyn5flUumAVZKsLzznfGXJleH73nu8yAsnK8jrKyRMEOaSMCDvzfOWhzxH2muQ8RbFQoFKpMDE5xurSMnm/RD5XwPd9RkZGKJVK5Pw8rWZIt5MgRY6N9YjUGGYP7iOJ4fHjC5yfX6bdXWVsvEK1OsKBw3vpdDeI4xglHL7y0FdZX+7guyO4rovJNBhLtVxh38xedJqRxglSCs6cvcDU1BQm6RF1G0TtLqeeOIuJ4fGHnkDGPdbOn6GcU2zMzxGefIz68QeJCgcY2/tqjj90P7ccOEpj/SyJu8xaD2zmEJT2Id0c119/IzqJCTwfk4QUFEzXiqRRh5NfexTXpqwtnGGk4FL0+kZNSolnLUL2txYYKegJi69dypmDYwVdUaLSS9i3dJr4936T8MP/N3uW61jPQWQOodtjpCuIDtxE5643Uc0cei44WtIKNpsNWElmDNLvC4QQAiklyhgU/bslUvP0KrsRgBQg+yu8T37vSXF6pogYY7ECJJau60KQI+e5fUFFYFaWkKZvdqQEHEUmJWQRns0QxiJTTSnOQGtEJlGxIMUh0WCsJENhlAWV4YjkqU6ojpCIzb8Y0V9Vh/6fjt83MUopHM+h02mRy+XI5XJYYdHSUBmrUhkt02pvMDpWJdMRjqdI0wSrNZ6rcFR/C9eTq2gKQRYn9HpdEr25pUTBRqtJlCYI5SAdl1any7nzC2TaghQIJfF8lzgOUUowNjbG5Pg4AL1eD2MM2kKUpYRRQqcbYja3oSnXoVQpIxyBthlWGKIoQth+8X0fF5lKMiwTMyWO7p9ESMPNr7yRO1/zBmwmmCnnCNfmrpguDHn5cqkV5Oe6aj1kyLXC0O/srt95LgQ/9F72TY1t63dO/eJHdnz8IL+z8wOe7Xcu7yQv9jtbGeR3dpOh3xnsd0y2Tc3Ia4Ch7ryUuvM+9k2N76A7v7zj44e6M9SdIUOA55TvNN/8Tp74/n+17bEmP/OJHfOdQeyY72zhsvKdAWzNdwaxm/nOkCvDVXEHsyMk45VRnECCSlAyT3V0lqmRPXgFSbr6KPV6nbXVRXTWIefnCYKATjchy2JKpRIjIyO0Wv1VvnKpSnVkgscff4Ja7RDSS/FyAl9PIF1JLt+lWstx9sQF/AKMT9dIwghjUuK0y+TEXqSEdruD7/sUCgXSNEUph2q1Spr2O93WauMsnlvESkGxNkZ1ch+5wKO9sUrFr1Cvd0iilHIO8pUphD/C2L5DyPIMfvkoh270+Orj95LzS+RKR1g5/TBCLzBVuxOXm4mNZmN5nnqUUPYUHoYsamJcF8dkJJ0Ws+NlHjz5OFFnHCEsVht8I4iEQVrRL6guBVooXA2BBdd2SRS0XYmvM2ZOPcD8T/40+/71L3D8FYcYsRtkgU9ofQ5873uZ/8fPMhIJEsdF0K93LITASAWeh7HiqQ+wSFOENkgJ0lHYTZGS1kCW4hiw1mBFf2uF9R1UVz21kGSExbGKTBqU0bTyOcquQpp+/TFw6Z2bw908rrV9E6CFIFUOrjFIrTBJf6EqxcNkFlcLjFtHaXAyB2ElVipSCVbazfpAGmMN9sn/rO2fq7XoNEMYg+s6hFGX6sgo9Y05SoXiUyveidG0Wk2ETnAd2Lt/mnvuvQ9rEvI5lyhKCNwAnRmEq4jjlCzLSLOUSqUCwlLM5QmTsL/NK0n6JivIsdHc6G8dLFfJMtNfSAgCpJRkWYKUkrGxMaR0WKvXsVYRxzG9JOrfKe64SCnJ5QK01lgrSOKMfD6PzjKMMXieh+8qpBWgQZTa3PmGt/Cuu96JMpJHH3mEXrNBZmpMTx4i8izT170e/uFzL7JiDHm5cDllM4YMeTkx9Du763eeD+IV+7GffXSg32GnPnwD/M6Oc73F71wO2QC/s5VBfme3GPqd7f2OFxR2741+kRnqztWgOwewn31kG9350PYPHOrOUHeGDIHnle+c+8b3Mvt3g8tmzBf19vnOAHbKd7ZyOfnOILbmO4PYrXxnyJXj6riDWYCUkjSL6XSabDS7WFHBK+ylOHmUpY7E+HsZ33cTqXGxVtPY2MAaRS+MOXX6NLlcDukIqmMV0iyk3amTL7i84qZXM7+wxqGjx3jbO+5keqaGtZrHHnsMpRRpLJkYn2H//oMcOXKQ219zEyOjAWHSYGJqkiAIaDQaxHGCTlLa7Q7VapVSpYzvuIDEUXkWl9Y5M3eadreBsRF7pifopSGtYJZ7z0VkhRGa0iEpjdPrLPHog39DpVRi5vDr2Hv4NgrlSY5e92pOn3iUIBczeew13PPgw7Q3LhA1VikEgsXzx8mpmF5jhfFaifWl86wvnWOylsNEXTAGYSUZkmSzTpen+wXZMwltzxIriJ0MyAi0wUkd1oVgtNVh7pf+HTc0zpMZSWZSciZjLefSftUryGcOXQ/8zEGYfrF2K0B6/V+o1tp+nRttUU+uWAmBweJYgTQWehGe7tcNskKgjUEX/f5YKRBGYCQoq0hUv9RGMjZCKPqrve6mTLXPnEZkaV8IMTiO01+NwiXdXOEWSQQ2wbExyBAlWljjkVmPxLhExiEyCmNdrHH62z2e9W9SAOap1W+LplAosLi0wEiljOd57N83SxAERL2QTrtLHCcU8wVGqxUO79/PubNncHyParnA+GiVA7N7cB0oV0p4jsL3XTzPwXE8sixDyv6WLTTYTGPSDFeqzZ85uK6L7/t0u11KpRKYDKszHNV/H1rtBlEUcfDgQYLAxxhDLudTLObxfRfXVRitUVKipCSLYoTRuEriSwdHSKIwIU4z4jTjpluO8sPf/UFuu/ENvO6N38iP/8TP8VM/9rN8y/f9CH55mkJtDwdvuLwmJUOGbMd2dzJfbcHzsPTFkN1g6Hd21+8873l4y00D/c5jH96+duggv7MTW/3O5bDV75R+/J9dNGag39klhn5ne79zLQc9Q925WnTn5m1058PbPual0Z0fuGjMUHeGujPkpeX55jtnv/G7Bh5v9m//ctt8ZxA75TtbuZx8ZysXfvrnLsp3BrJL+c6QK8dVETBbAcaBwKuADqhVAtbWHqNSFURRxNTR13Dghjfh5WcojkwxNlrbLNYf47oeWWZYWVvlwuI5VlYusP/AHlLdYXSsyOe+9Gn2TN+GoMKJs18mSs9z9Prr8JwycRyzvLzMfffdx9raGidPnub8wipRJOm2LY1GgyTrr6gr1V/NmZiYYHV1FaUU61GTTGiUtkyWShzZvxewSL9IvZsxu/dG3vlNH+THPvRrvP07P8TRm9/IbbfewdjEUW561W1snD+NcEZYXDzDhXPHmbn1m5Gu5At//2eI4gSl0REKgSXvCs6fPUG3tczywgnS7gYjlTKOMKwvncekXZTobzFTSpEJB4nsf5Adg5EaX9v+7epCk0iX2JHECoxUVLqCVMRUdIvmL36Eqs1t1pWK6BqHA2/9VhLpkctCMpE+tcKFFLi+hxXP6GqcxMhN4TGCfsdjC8oK4k4XmRmQ/RqrRoBbK2O16YfVUmKEQWqBlqCEpXr0AAkW11o8K3BR9JaWCaQDRqCs2ayvBQ4GYUNcMkhStJBY45Btrso5WuFlEkWGcjRSpTgk+Dp9SmgkT3c8ffLL0K97lumEwwcP4TgOWRIxPz/P6soKYRiRDwq40iWLU5JuTNKNSKOYYqnE2GgFKTRSGHzfRWIJgqB/bGMIgnx/tVworBVkWUYuVyCfLzI+Psn6+joSQafVpdloUMrl0XGC0AZHSoIgYGpqigsXLjA3d4azZ8+ilKJcLVGu5MkFDlJBlvaNjtAZQmd4roI4xUeSbd4t4vgeqdUo32X20Ov5g//5Z3zir38Pr5AHVaAnHI5/9Wscvul2CqW9XFhaf7HlYsjLkKvtF/3VFm4Pefkw9Du763deCOLYsYF+ZzsG+Z2d2Op3LsXyL/3KRX5nEIP8zm4x9Dvb+500u7zau1cjQ925mnTnuqtMd/7jUHeGujPkGuCF5DuN7/uhgcfcLt8ZxE75zlYule9c99v/6aLHDMp3BrFb+c6QK8clA2YhxD4hxGeFEMeFEI8JIX5y8/s1IcTfCiFObP45svl9IYT4VSHESSHEV4QQr7qcE0milLXWEu2owUajzfj0HoRXYmT8OtL1OVzHcOCW2+glIUvLa6wtLRKaHqtrdbyyQuQtk/v3Mzo9wrmFk9SqFWb2VqiNTZMWQ4q1kErJUtkzxZcfOoHvVcgFFRzpEYgczd4SjTBCihyLa4s41qPdS8mQ9JIUHJ9uZKlvdBkZrVEsueBadGZphj3WY0W9YSCFxJ2mWXkz5zp7UBM3spR5PFHfwC/tQ6gRqje/maYaYeroLRRH86x0NFbnGfMlU7PHmCkZvvjxX2Xf1D6mXvkO7Nrj7KkUqKgSqXFprp/h0x/9r5jGHKmT0Fhepbm6iHYyXJ0hSPEyD2stmS1irKXlaSJX4og8uUyTWEUudUGkKNcnKSgcneGebVDc6JBg8DKLQx573SwNL6NofKy1hNJgrUAIhcz5SGtIHfodOpMYIwXSOgSpBWGwykFoAxvrKGnQQhAYAdZF7d9LIi1NVxFEHkL4OCqlmDj0vBzBrbfS9T0C6xBjqKYx3loX1yQg+9stEuXh2DZSaCxFhFFkaYhj+oLmaUtmFAKNkRorwWqDyCzGWIyUgERaizASKzKMAGkylIFUajxXkMYJixdW6LV76MxS8H1cKZkcHUWnETqJiKOQQqWGdn1avRiTpOiepRSUsYnprzYmESZLEcbiCAchLDpL8FwXjMWTipzroSycPXkKXwEmY3b2ALmgTJhoelGEdCV33PEqjhw5xBvf+GawTn8F3lN4vkOmE3Q3QYcxZCmFnI/WmjhJ+vXBnABMv0GidRWp1CAN1VKBwFV88i8+xv1f/hJvfsvrSDKFNin33vN5/vxjv8nJB3+P82c/z4Vzn38B8vPS686Qr0+GAfKQQQz9zrXnd14og/zOdgzyOzux1e+c/OWLL6ieySC/M4hBfme3GPqd7f1OeoWabQ11Z6g7V1Z3fmXH8UPd+frTneE11rXJC813BrFdvjOInfKdrVz3q/9hx3xnEIPynUHsVr4z5MpxOXcwZ8CHrLU3AK8DfkwIcSPws8BnrLVHgc9s/h3gm4Gjm18/CPzaJZ/Bghf4SOFRCEpMT0zimhhX1xkvJZxYaFGZPEquspdmx9BoJDQ2uvTaEVlk8KyLyGB9eQmFoFCocPbsCl+67wSrjy+w8ZUv89Dn5zg3V6Bxcp1ir0shsJixHrm8w4GDM4yNTWAiy0RtlKmpKXIVl/XVDeIwIex0qa+uoBwIgoBepOn0NFnXUl9r4uRdZAAz+2eJooisu8EH3vlm3vW21zHqr7G3kHLzoWPcdPMtrG6cYcJ2ObTnKM12k41zJ3j97W+jK1I+e/f/oNsLaIUuE1O3sXr+Yea+9gDtsEej0cGbzCEK0ygN+WoRbQ3lYoVWvcue8UmsUWQmRZkUIxN6XoYrQvIIRhKoxjGGLhqNn2qMA4kr8IzBSfvNEAQRyfFHyFwH01+aQilF7HhEwiJc+VQ4Y+CpVfKnSNJnrQxJy2azCUuWppSMxFqDtildRzB65AilEBwdg9JoHRIKQehorE4pX78flUYYnRD6Hv76Or429LQhMxoy02/WINSzVqW01hiTYY1BW4Mxz/56JuaZ9X6e/Cf5zDuYjcEagZIunuchhGJjY4ORkRGKhQKtjQZSCEr5Ajk/oL66RqfZoZAr4jk+xVKZJE5JkwzXdXFdlzAM+12RMWidcuDgQdI0QQhBuVolDEOstaRpSrlcplQqbdbvcvF8l2KxiNFw3wMPsrZW5/Sps9x+++0YA1lqaLVaJFHa3x4nFK7yeMPr3sjhQ4cIfB/fc4ijDlmWkcQh+cAn8HwcpfCU09+OZyTWKB4/fobA8UFnPHH8cebPn+arX32U9toSNrx41XKXuPK6M2TIkCHPZuh3rjG/80IZ5HNZXsoAACAASURBVHe2ZYDf2YlBfmcnBvmdgQzwO7vF0O/s4Hcus9zA82CoO0Pd2X7wUHeGurP7DK+xrkFeaL4ziG3znQHslO8MYqd8ZxAD850B7Fa+M+TKcckmf9baRWBx8//bQojjwAzwbuCuzWH/A7gb+PDm93/H9mfuHiFEVQgxvXmcwc+BIcsy4jhjo92iUd9gfGYv9/zd72PcgH2lCmcf+hT4AU7aJecp/EKNlU4Lo6ETpuAlTE/PsLq8TmujyeF9R5lfOE/mrzC34DI2XSPwmhRHC6yZCNf16T6+QnlPmULVoxllHDx4iM7aKsa3aGWYnpihvVGnVA7wPIfl5UVKpRHmFy6gHI+De6cYG6sh3QzpJ8yfe5y9U2OcPTvHx37rF5m84ZVY7yDHXvVmglqObiaYOXI7cb3OYv0MN914B1/6u4+yaE5z+xvezkP3/CHTe2Y5cPg2Hv7ipzl6/SGq+2/kwfl/YK1dZVwWMe0NTKlGffksr9x/kIVzp9mzd4Z6YwPhOJDEaPrF32PHwUNzIsgjy1WUp+mVfMpBkeArJxkzBifJ6HoSZTwcozAOZHNnyHgDwhUYQkAQColWCqtjlJFYadEY2Lp9IUqQRmMxGCMQ8ukPcZakkBriwOIbC8aQP3qMXt7BESGp4+IYgUolI0LwxEwFVwUIx6GjDF0MlQceIp8kpK6Pm2mUVShXoa0EntwGASbLEEKghERKiQOIzZ8L0W8fKoR4qs6QwfTvDNhSW80IQIinguZ8Ps/GRh038KnX60xNTtJuNHFdF41FJylhr0elXCbLDEjF2lq937zEddBZhrWW6elput0ulUqFVqdNp9smn88D0G53KZbLJFFEtVolSQzdbptUN/orjHFEMV/oN1zptFmvN9hotGBzq0ipVKLVamGMIcn6DSwqpSr3fPFLSAVKCdI04v3vfx9ZFPO1Uyep1+ukqU+5UqTRaPCK62/AK7m84xvewetfcxfGaFrNOmEYg0goliscmBjhwvLKpSTkefFi6M6QIUOGPJOh37n2/M4LJR7gd7ZlgN/ZkQF+ZyeiAX4HDl40bpDf2TWGfmdbv/OQ2b1A7ZkMdWeoO1ef7lzMUHdeProzvMa6Nnmh+c4gts13BrBjvjOAnfKdQQzKdwaxa/nOkCvGJQPmZyKEOADcBtwLTD4pLNbaRSHExOawGWD+GQ87v/m9bUVICIHrKuJeF6UUubxH3FlHJBEjhRFOnTjBviwlNB61kseNR2/g4Qfuxw8cMj8hX8nTbHURuGSRZaRSpdNbZd/+UbSdZKVlOXLrN3FktsoXP/NbjOcUhWKB0Vfup7HWpd4JWWlnjBc8lKe5cKHO1MwUqysrpHGI67uM1MYolWssL69y0w03Mnd+gfmF8xTLVSoywEY90IoLF84zMTHKRmuZU1/+HCN7M3r7j9ILM6b3HiTLenRCw+zh2zh+790cOHaYRjMiC1tMH7iF7nKT4+vnWVs4jhJtVh97GNW07HF7dJMGyBRXjrJ/eoawE9HNYKJQ4sjNt6KtxkklLUcyEkn81EPYkEM/+qPEd9yGS0LHkYz3upz74M+g0pDYcXCMQRiLlgJHa3zPR2QGm2mEI3GsomAVNk363TqVQVjIMOD0P7BPfU6jGGHpdy4WT3c9lmwKQGMNtzSFEhlrQcpoocb5apnpdkgiEnLGpVUyiATK3/FtrBdK5Hopcc5QVB6rn/17xnWMdjwEWb82myNAuAgbYy0gLCZNNjuHWjS2/32evWolrHy6zpC1mCd/Zp98RU+rjxCKdrvDZK381Mq9lJJ2u02tVuXcuXMIR1GtVsmSDNfxWFtfwfV98uUyYb1O1A0Rom+gmhsbfbOUxuSDHMVyiUajQS6Xw8en2WxTLpcxxlAqVuiEHXwhUK6kSoU47BtMYwy9Xo/9+/eztLTSv6PAGByhMEIgXJd8vohSLnHcRip4+9veynXXHyEMu/xv7/8AyP4K/t//3WfwfIff++gfsLGxwWSlzNRMlYnJfYBkfu4U/3j35ykWi7juCIuLc/S6V+wO5me89+IAV0B3hlxZBpWhuBZWjK/V8x6yuwz9zrXhd7bS++O/ucjvqGPXbTvPuQF+Z1sG+J0dGeB3tmPxo3/MeuFdz/I7ue99z+DBA/zObjL0O4P9jtmF0giXfu/FAYa6cw3qzl8P0J3rt53nq0d3/uii66zc97538OCh7rwsdWd4jXXtEG7Jd266+y8vGnPmzm/bNt8ZxLb5zgB2zHcGsF2+c90nPnrR2HP/4n/HOX724nxnALuZ7wy5Mlx2wCyEKAIfB37KWtvaoYbloB9c9C9PCPGD9LdZ4HsuxSBHdaSAlZY0i8iEolarEYUxR2YmibsblArjVEameOSRE3S6lokDh8DrkMSGfMFnYWmJaqlMioOXC2ilksbCCl1yrJ6+mxMPOxy95Yc4MFvhY7/zS1RLAXtqI9h8le9897/kgXs/x+LxC0xOTBN1MqYOzNCoN6m3eiyvnmZ6aoyx0Rpr64vsna5izAQb6w3aawbXc8iXHLphytp6wi2veA3VQ7fSW1tl9dG/op54jL/zn7LaqrP0xH2kzRla9fMU/Vmi9hxL5yNmr38bIyNrnHj0NDd/w3uIVx8mPrmMrXhMHHszPRLyvS4nz36BXJqwsdrmta95K2cuzDM6fgxLjEgNqIhEeRhlwUasL19Au69BpeBIl42ypFMLaC03MGKERPbIBSFCpJhEELz9m1DaYqQgM4ru4jnGojb6/2fvvcPsusqz799au586c6ZoZtRlWZZl3Bvu2AabYoqDSQghpFA+CMkbUiAJIW9CGnlDyhXKl+QLISEhlOCXXhxswMYU21RXyep1ejt117XW98cZySN5RpLtkS3Z53ddc2k0s/c+Z846+z73vtdez0OGMfahATbSAs9D0+5kaoyBRqMtYkKDJbEUYAxGK6QQNL/3XdKffTVZS9MtU8a8Amve914OvP2dLJeSLEhIkOTf/rMUrryKOG1SC1L8xGdweD9jO3eQ6gQvtrGMoOWAbduk5mBnU41Ao6IEIczcbFtbFB/3zhSPvS3nd0xtz4CBxmCEIAXsLMO2bQ4cOIBrS0rlMkopqtUqExMTuL5DoVAkNRq/mCfKFNL1SI1henqSJMmwLAutDUGQx3Vd4jhmxYoVbH50G8OjI7iORxTGKKXo6a2QJAn5Ypmp2RniOMbPeXjSIUkSwlaLVatXECUx11xzDfv378WYFNuGJArBaAr5PLZrk6YpURQxNLSCanWGzVsfZfuuHQQ5jy9+8auceeYZbNmyhUp3mRtuuIGbbrqJbTt3MDtTx3VdVCyRnmF0bITnnbOJezf/FGNaKKmw/KfW7ORYnEjd6fDcRgjxuOC4U5u5A3T8zinld45gIb9zNOwF/A4sW3jjBfzO0VjI78SP7MTbtO6w7aJPfpL0yhc8zu/AaQsedyG/s1R0/M7ifkcsslx3qejoznNddxZhSXRnB96mw/Uk+uQnSBe4zlqMju48+3RnqTVn7pid66wTxRH5zkIcLd9ZiEXznQU4Wr6zEGd84ePsvPZnDst3er7z+QW3dRfJdxZiqfKdDieO46nBjBDCoS1A/2WM+ezcj8eEEINzvx8EDq6V3w+snLf7CmD4yGMaY/4/Y8xFxpiLXMdmdHSYJA7JVEouX0RIhyTVpBnMThxgfHgbE8OPkkTTjI7tJ85a1Ot1JqN+1p31UkrLNhLky0RhA9tkDHVXcDOf3ufdgO+4HNjn8+bf+yDdQyl3fe59rOiR6BJkGDAWKrE4/9wL6etZQa7o4buC4eFhhGXjBQXOv+Biyl29RKlmcOUaJmbrDI8fYGhFF5lpMdGaYTqawQ8MgWt45OGfcv/dXyapHWBq/wPMbr+dL3/wrdz90XcxveVrPHjHp+gb0qg4wWcdmbHR4RhhluO088/n4W1T7Nw9Sa5sUE4vlf4SGy++AtOzgrNf+A76V52JGxS59/vfIJAhlqliGU2aKqzMRgkfy0gybOKtW8hnIdgCkbWYdQOWv/BGUjeHreqUTEbQ1KSii9Jrf4XJYoBjGZQlyKmMA7ffgaUykC6p3a67I2gvLzi0xEAbwEAzAqPQYv5dfxpjDFJpRr51J11JE9sP0FpTVoKp3i6KH/kT1PXX07r0cno+/H5Gr7qGllvGWDZB6CG0x/hHPkqedqdpW8ftTqYYbMdrz6ZnimxuyZaYE0FpQGEQB2e15jqkzv8QNVIgpTzUrdTM21ZK2X48224bkp4elDHU6w2mq1VacYyQFl6QBylotkLiJKPWqBOnCa0ooljM091dpr+/lyAIkMLGdXyksNn86DbCMEIKi8xArdnCSIsojNG6XTfMtm3K5TJJkmDbLo7j0NVVYs+eXbz4xheRCxzWrF7BG37xdaw/bQ19/d0UCjmCwCeJEiwhcTyXerPG4PIBcvki1VqTXK6LC86/kFor5PKrr+Ltv/kOXnbTTbz+9a/nwgsvpFJaSSlfwXJzKC246gXXc8vP3UIx38/wgf1MTk/RDFvHIyFPihOtOyfsiXcAFr7rdzHzeqKD3cXuQJ6vBYs9h87dy88tOn7n1PI7R7LyN974OL8z/aGPLjjW5kOfXNDvLMaCfucoFN7+pgX9zsSOB2n96T8BkGzevqDfERctHC4DC/udJaLjdxb3O+rE1WDu6M4prztvWkB3/nXBsTYf+sQJ1p03L6I7D9D603bp3GTztkV05yj1mju686zSnROhOdC5zjqRHJnvbP+N333cNmd//r8XzHfK37l94WMuku8syFHynW23/MKCu6z71mfx7rqV1qWXM/jNhcPlsbe+e/F8ZyGWKN/pcOI45qsr2iP1r8BmY8zfzfvVF4Ffmvv+l4AvzPv5G+Y6jj4fqB6zRo+UOH6A1iCUJGol7aUmYYRJEyK7jN/dj3ZzbN+zn67ubsDQrNW5+LwLOPP0jcTNECkMa1avI8iV2Ds6xuCq9dzw6jdSXn4mfkHxT+//Hb73vR/Dymvp7r+ATbKEXxjAsiRp8wAP/PDrpOEsSRJS6avgCg+TaFSi2LlrOyOTozTTFCV9/PIQTatAPY0oFF0wDjm3SCB9kjBCWwqRRewb3ksrNdh2icH+Hnq6bdI0oNjTgyOW0dXbj8xHSGkT12c4sPnbLF++ghfc8mpWLF+L7VYwrkNtx73s3T5M78p1ZNk0u/cM87yzN9FVKbHvwCjNcBJhArJ4Fi+TGGxsBZlxUQ89Sq+0SB2HzLZwM0395hsRr/05aoUuRvPd7K+sofdtv8ajr3sRDWGQaQZGMZCleN+9F2PAJILMTg6doGquwLoQAnlQa+IYm3mF4PXBZQntrxXjdSpbtlL3MoqZzzB17FRjgm52vP01TL3zlxivVKiIHE3TJEoVKldi2d5duFsexE5BpAptQpSQ2Bqk6yKEQkqBZVkIIVBzzQalac9eHRQdaTj0XOcHR0opNOaQMJm5mfokS9FzdcFarRZJkpBlGdKxSVSG7Xi4gY9lWbRaLbq6usjn81iWhe/7OI5DrV5FqRTHcRgaGiKfzzNdnaUZRQgh8dwAISy0ajeOaDQatFotmmHb3BujSFWGbbs0Gi2UUhQKBa697mpGDuxl5/ZtDPRXyPk2P/Oqm7jxRdfxqptvwrYlju2htSFJIkDjui5ukCNODYPL1yAsjz37hqm1QkamJuhZNkClr5eLLryEiy+8CMeVIFKQDn6+woUXXcZF572ENHZImiHWiTM+J153OjwjHBnkngzB7lIF3J0w+tSm43dOPb+zEAv5nfF//PfDtjG3fmtBv3PWe9656NAt5HeOxdH8ztap0UX9ztE40u+c86G/PObzOF46fmdxv7PYMuCnSkd3ns2682+HbWNu/eYiuvOuRYdu6XVnZIl0533HfB7HS0d3nl7d6VxjnZoslO8sxLK7bjss3+n7xq0Lbrf9Ja9eNN9ZiGPlO0ej569+f9HfHS3fOZKfvOV3lyzf6XDiOJ4SGVcAvwg8KIQ4WPn/3cBfAf8thHgjsBd4zdzvvgq8FNgOtIBfOdYDGKNRSqEyQxKH+LkAy5fkA49KVxeN6Vmq9RrGdVG2g5vvollPMOT44R2fZGLlRrLZUWSWoo3ELlbYvn8z9oDh0t4+asRsuuS1XH31C9i2/37WbrqMrT+8DWvqds5afi0/uO82GtXd+PYssYxJs4w9e/fTahj6+0v4rmRqZoJMpLj5AMsv0N3XzYUv/jke/f7nmN67lbBq2FuboSAN/SuGKPZ1EzSnGNs9QaWvi5iIkSlNqdzD2t6VxJUraNYMhYpkNp0gS0fIMkM8tp/G+Cz59ecxtGktD3x9G/3rVtLbczpbpx+mPixoJtMEnuZHP7oX2wm47kU/i5svg/FATWMTtpdQ6BiEw/I0pf7AFryzz8MWklwyy6TbReuWV+C++kpWzrocKEh2uQG+cpCmRYBNajTf+8QnubjaItPg4ZOoGlK67RNUSrDkvHE0pFHcPvElmDnxMXMfjsYYrDhm24c+yuA/f4Caa1FUNlooMidgTbWbzKuSyYjIS8krEMLHbkZs+4s/YXWzhqaEa1kkIkEjkNpgLPuxzqdao3msc+jBxxVGoHR7xuuQyPDYqgrLslBk7f3kYyJkzxkpaaCnpwffMkzNTGI7DpbV7nacD3JUpyZJtQJTJ00Vs9MzpErTt6yf3p4eZmdr7N27G8cJKORLgDg0g6ZQCGEhBeRyOdI0pdqos3xwgLDZIAgCNKLdITlNCXI2ruvwlre8hX/64IdxbYvNmzdz08tfyr333strbvl5rrziGm6/7XYajQZpFmOEQso89VaTNX2DlMtVtm7bweqhAVasWME377yTar2GZVl8+/Y7ufbaa+nr7yLISZRpoUUZS1gILLoK63DowrKmHzO8S88J150OzxzPRCmKg6biie6zGJ1yGs9KOn7nFPM7C7GY3xl+9XYGD/mdcxb0O7B4wLyQ3zkW4vrrqI9PPyG/Iy4/Z9Hj1f/4/RwQ7dXHB/3OUtLxO4v7nRNIR3ee1bqzbZ7uLHyddVSelO5cT3186gnqzrmLHq/+x3/NgSOus5aSju487brTucY6BVko31mMVXd8dtHfHdrmaPnOAhwr39l68y+wYYH6ykdj68tuJjc+vWC+U/jzdz9u+6XMdzqcOI4ZMBtjvsPi1bCvX2B7A7z9iTwJKdplCIzQVOs1gnyO6YlJyqUSo6MTSMvC9nNkcUi5u0Bvb4HZiRG6Cop1azfyvQe3Irwia0+7Bavf4bprb6T5H+9jfPcuCm6OX/vNv8WyXTwv4Pz+F5JmTS687Fo2b+nDDhK0ctj70H1oEZJJSc4uMBU3WbNygChuYguXku9TCxXSaLZt28bK1efQNXgOpWUP47TqiH2zVMMmspKnkcVkO0ZIyg49q0okmYdb7MckhsS4HIgCzh5K+fF9WxgYeCEbTr+B707exrrzX0z/xusY3fMIcvhBTr/wJpx77mbN6tXM1nfSt/Jaym7E/fdso7vQR2I1ufiyqxkd2Udv5XyMqRM389jGR+oMmVloy9BKY6Y//C+c8Y9/xV63C2Xb2EmCIzxC2cW+ioUdZuQjgxIJxvKpOhEr7v4p62+/j4gYZSlspfCTHlKriSUyQvKkQiEyjTISG41dHyexfLxWiHQ1SkikMRgtsLUmCyTL91cZfft7WPe3f8S+vIVrPLzM0CjVsLKUpuOjtU+fysg9tIUt//Bh1kw0sLWk5kZkWuAnHsqLcGKBIz1WNyfwZx3qSZNiM6U5XiU1OSwTgWh3ET1Uv4x2eR5pDAaNROLoBk23gCM0RsQEmc+MiZC5AGMERhpma1UsNPl8kcD3GR0dJwkVcUsRRwmu7zFTnaVUKLN+w+kYIdm2YwetZoTruthWDt8LaIQh1WqV3r6+dhdiBJ7nEGcpttQMDPWTRhFStOsEZdrQaLVohS28wCfVhmtveCFnbtrEO3/nXXz1tq+wes0QPX29XHzppeRz3czWGzTDmFaWkKUxri256MILeeD+h9jHHqSUDA8PMzK+h8uffxXbtu5m+8O7uC39OuecexZf+soXOe+8Dbz6la8FnLkaRxqhBUFPL5de/3J++t0vEGdHX6r3ZHk6dKfDiefJhLoH9zsR2z+R53OsYz7Zv63DyUvH75x6fmchSi+7DrNnzxP2O1f8wVHCZXic33F/+03HNebF/gpm78hx+R37xquOfqz3vpPwLdsP8zvQf9R9nggdv7O43zFmcsle58Nf847uPDt053rMnt1PQncWv3sZFtKdNx/XmBf7ezB7h49Td64++rHe+y7Ct9x8hO4sHR3deXp1p3ONdWqSLZDvbHnpa9n41U894WONXXcLUTS9aL5zJPq9f8HUt35wzHxnx2vexmmf+cfjeg4PvfTnGBqfXjTf0e/9B+Qf/+Zh+/QsYb7T4cRxUhQgUVoRBAG5XA7HcbAsC9d18X0fz/NQOsXzPGzPpaenj9XrTgNpaIQN7vvBd+jvG0IpwdBgHxduWsu3v/4Z+iolZmcmmWkkeIUyxoYwa5FZGpwcmSyz/szL2T02jJ0PsZ2AqJlhlMvkRBVtJPU4Zrpepx6HOL7Hxo0byLkOKmyxa8vD7N7yIHG9yf6RCWzfo29wAGF7OEGOWEW4eY/MLYJbIp/rIs1sVpx2JiuHuvmfu+7mhpe8iod+chs6m6a0bBPGd4irwxQKBRrj25ia3Au5XjY/9B22HphBNcfYs/17tKZmya0+nytv+WWmnSJbZ2okgLTARDUMEmHaXTJtDYFjMTjbYPt73k9POE6EAMtCqpiSicmlTRypUAJCIVGmQc93f0DrAx8lHzUQmUuQBGSWwtezaAVCW7RscaiLp7bajyXiBB21lwkd7PIp9Vy3T6MxcQReixV7drDrl9+G89kvsixuUUwF+cgmMJLlacKK7duZeM9fU33v37FqcgppJ20xyzQo3a4PlKUoV9H88jeYec0fMPrmN6B+/bdpveP3GBrZh6ZOKDNSIzCZhTHtemFmbinWQYwxaONjhMZYIdoSRMJFuD46iwidBK01vu+3Z7YDj127dpGmKQZFksTYjsTzHDZtPJPZ2VlGR0d55JFHCMOYLMtIkgTP86hWq0RRhJSSKAyRQiCMbi8Hk7SXbDUbxFlKK4rRGiYmJqjV2uOaxBlplvHjH/2EnTt30rOsj97+Ps446yzWnb6eXCHP57/4OYQwlMoFXNtDyvb51NvXx/KVQ2iRMTy6nyiuY1sW3/vedzBkQEaSNrnjG1+lWpvinEvPJ5Vpu9aRAJBkUhDZMJJEXHzVTZQq6x53PnfoMJ8TFRY/WY4nOH4igfX8rw4djkXH7yyt31kMsXr1E/I7zs+85Jhjd6TfeSKIVYNH9Tulob5jhssHCZavR5y1mtL5mxBXLn7X4ZOh43cW9zuWtUg9yFOAju48Xbqz5gnqzkuPOXZPTXeGjqE7/ccMlw8SLD8dcdYaSuefhbjyvCf2RI5BR3eenbrTYWlZLN/Z9otPLPuvvuCWY+Y7R/JE8p2d173yqI+/41d/l6nLX3Vc+c7w5bcwcvnVzFxxI82LblzSfKfDieN4SmSccASCWq1GV3c3pVKJqakpAKrVKuVymSiKsKQHxsYL8kRxSqvVQsQpzVQxvfVhXC/hK7f+PXZ3H6XyChzVYKBoc+en/oZGq0VP3wBr1p/FqrUbKVR6wbZJspS+rrXct3snK/LLyVSEJQWVvh5m9+yj0NNDtdlgdGqMlQOr2LdvD54v0WmK5zgc+PE3SWf20dvdx/3btiO9gL6V66jFTYYGe0niDGU0lZ5ubMfCsiGME/btGOHS57+Y+7f9iFzRZfuDD9O/7kxcL49t58hUjWtv/CW+c8+9XHzuZXz9rrtZnfMYLPWz9Sd3cdamy+g7+wJSMlYvW8fQBQH5zCLQ0Gg0caQglxoaHgSZwk0NiQ8rHt3N9nf+Gae/9z0kPUXGjMK18yilELamGIcMpoLtH/kY7td/ROyFpKTkMkliW9gamrZGSI2VhRRTyP7789hNTdhqkTRruLt2kRMGTYYx7bGVRqLajTvR2sOvZmR5RX9Yx/nnzzD8sS8zVSmSr/QTiYRg9zADiWYgDrFtiVECldlYSHwgk5BJg601CoWRDZZlHoky2LamTkZsC9wMCqkgExB54GbtzqPGzCsEP/dv5EFBGWxlgXDAtXF0SKw1QnlAW7x836dWq+G6LlFcp6enByEEle4S45MTPPjIgxTyBXK5ImkGjTBEOjaZbguy7/tkWYbjByRRTBAEZLbGCI10bPKBfyisajSbCMsCI5DSBiS27ZKmEQ888BC/9Vu/wzt/9/dpxil/+J4/5ZZbfoaLL76Yt7711whbCa/7+dfz1+//AEILtAbfz9E3sIwDP/0pfuAyNT3NmrWrGN5/AMsyGBJ27d7GGWds4HWv+wWuuexFWPhgLDIBwmTYQuJkU4QHtvJQdQ+zk2PPlGx0OIU43rt9n0xI+3Tt06HDUtDxO0vrd45GYe3pRA9vPabfKf35Hx7X2M33O2vfd3z7zGfwzUfe8VyY+3fZEz7WiaLjdxb3O1kaPqNj81To6M7TqTsbiB5+9Dh05z3HNXaH687x7TOfwTcf3x3PzyQd3Xl26k6HpSU5Sr7z4C2/yNm3/ucxjxFdcjOxahwz35nPo//rXcw8+MgTynfii25g0g8WzHfMAw+eFPlOhxPHSREwA+03mjFUq1Vc16VeqyGEwHEcPDdgbGyCRr3J1m0ZxVIBabtIaVGxbGabDlEmcPN5THOSqDlNQydkTkrjzi/hBxajJmbvD7tppYJay9A3uJK16zcStiapeHma1WmUZVixcjWje8Y456zn8fD2nXieSz6fI1MRmUrIWik9PT1MjE1heVX8Ho8DwyMMrV5OobKGgfVXMjIyRVdvgf0PfgHbTWhmLWLTzxnnXEZXpZuBoRke+fZH6e0/l1J3i5ED2xgsYv64+QAAIABJREFU5QjzAcX+1YyPHWAiViRZlcmpMV74kpfxza99gvNrG+jtKjN49vOYHtvP/v37GVo2SH9fF8YXhEpBmOFqgxECL2t3Ak0sgaMUpCFrdo+x722/T7phJSte+XKKa09Da019z07Gvno7M4/uYrBeJXUcTGKwFaR2irJiUBa+8okchas15TgmvfU2BjLQZEBC0/YRqcJ2JKFKMMY+1JXUSEFqNLgWbiZwgFRmVNI6lQPTOBMHILLIPENiUmKp8GSAi4VUNjU/ws4EwkiUMNjGwskyMpnR0gmWdtGpIbAdokyRYeGgwSikygAxFywZtAYpJe069QajYpTIkVg2loGYBkUspl54Cf3VAFFoYVmS2aka/b1dCFuybv06ZmZmmJmZIVYe9ahBUCyQKYPlSGrNGoVSGZ0plFKESXuW3bVsHMchTROyLKXeqtNV6SbVikajhdCGIAgolAtEUUSi4GCPBzX3vJvNkHXrTuNv/ubvmJiYoNFocM7Zu1i//gzWrrWRKFzXx7UtItq19/7j459o1x1yHQaGBillMNDfRxpHzFZnqFRKvOH1r+P5z7+c09adjrCLSOFBBraE1sQIn/rYv/OFL99NNDvG2MwEluyUCOhwfMzv3rvQz5/MsZ6tdEpvPLvp+J2l8zvHwj9rAwC1L91xmN/pevmL5rY4/qC49Nu/eeyNTmF2vOf3yFd/v+N3FvE7RqtndHyeKh3deTp15wwAal+6/QjdueEJj1vpt9/xhPc5ldjxnneR71xnPWt1p8PScax8Z9vVN5NuWMmmj3zgsP0efds7kQfzHTs+rnynfvmL8Q/mO/fc86zLd7ruufPpH8DnEOJkuFAvFfPmiuefSxAE7N67h8DPE7ZaOE67uP/U9CxKGeIoo16vU+wqYozAsT3CpEqjAQqHoNBDqzGK74Dv5eipVBiptSj4PpOjY+TzRaIowglcpCfIFXP4skZ9dIa+ygCpkMQZlFyXLI3pX7GWnbu2EPgOIOkqldEixvc96o2UyZkWRSEodxVohDNk2mfg9MvBK7N8oEh1dB/1agMnV+G0jZdQa40zObGVUmU5qtUibc6QJDGtWpNyLubsC25G9awiEQnDI2OUpE2YzlDd9jCmp0JufAerLnoZXWdcysiOhyDJyFJwizZvfvVlBFZK9dYvcNpnvowbA1LQshWWBleBFILIllgyw08lQltEnoUB/FSDVIS2QiiDVA6ZsLCMBhljaZDaReMgpMLWhqYLlpFIZYgchSDDzVxso9EoEmFwlMTCQov2TJEkI5ICS7d/rgTYRgOa2NYI7eIqUFLjZAYtNLENltEYJK62cFV7xiyyAaMIMsgwhJ7CVu2qLwfvmLQOdRQV7aL1c+93bQx6riYdQuCJjKm5ijHCbgvfxMVnU/pfv0IiB/iDd72Z3du3ITGsXrMSJGx+9BFKpRLNZpMMA5YkTVNcy0VnmjTTRGmGJ+1DjSZqtRrFYhHXtsnlclRn6yiRYtk2YdJukGhZFp7tkGrVbkQx2yTNDJbjgpFYVsYLr38BUxPDXHzRBaxbu56vfO1rPProFtavX8fgQD+/8oY3cvbzzuN551xAGEeoTFOudDM1PXuoaYZlWZxzzjouuOAC/u9nb6W/v5f3/5/3UenuZ9Wa9URasfn+R/nmF7/KAz/+IaoxQ2NylNHMUGtWmU0hy1Imxmd/ZIy56GkVjSVACPHMi9+ziJPhs+TZQidgPi5OSd3p+J2l9TsX/s5vPdND+qxhfPeWjt85it+ZGJ8mTbNTUpw7urPUuvPbz/SQPmsY3725ozvPUt3pXGctLbPPv66T7yxRvrP+7/766R28UxBjzJPWnZPiDmZjIE1TZmZmAHBsiZoT5mazST7n01NZxs5du7EsQbPZpK9vGc1GjBYVvFwTt9BHz/IziJvLGNu3h1rcYHb7LqyiR1TNsIRNGIYoLM4881yKvWXqUZNNK7oY3rKD8fH9pEmDocHlzIxNYDs2kxNjrFo5RKM+Q7nczfT0LEHgkGUZpUKeVb19ZFFGNZWUghyolMldP6bSXaTZgHx5PeWuAjO1Ke654+PkSiFFH/p6NzJS6OX0NWvYu2MPa09bzve+9TG6/B/j9k7i9PezceNGcqEk7R/gRw//iN6u5Tzww7vZcMMKtt+/BUtFbDhtPaVKD3sm9iBVjGMMIgnJMGjHYGuwVPtEywDbCKxUYyFoWYbEVhzMMUJb4yoIUpeWiEltRSlWKMvCaBehIZVg6xSEQkkQRiI0SARBIglSl9AxaNqdRZ2DJ//BQUajscjHhtBWZFLjKRBYZNLGSwWajExIpBYkVrvGc5BoJO3jKkuRonGUwBaSREgiaUgtgx/ZaDHXSRSBwEJJjZYaLQzWEash5n/uNZVDYINtgXQ89p1/FoV3vI1Qe/zRX/4WIwf2EbWa5AOP4eFhJqcnKVZKNKMmcRYTRgn5UhHX91BRgsGQL+Sw0gTL2KRpirQExVKeK664jK1btzIzM0OURuTyLhma3v4eqtUqRmkMGYHnYNkwPZNhO077dRQay7K45JKLOLBvN9/57jfYu38XUhp830XpmKuvuYz//MS/EYYp/f29TM/OUG+GtMKYyy67jIcf3oyUkpmZGXbv3svmzY/iui5SOCSx5gf33sd//Ot/8LWvfY7ZahORSZQt6MrnIU7oXrWS+m6FSGOMPiU9T4cOJy2dcPnZTcfvLK3f6bA0jOzdTajLHb9zFL+zeE+sk5+O7nR052RkZO+uznXWs1h3OiwtnXxnafKd0zvh8gnnpAiYpWzPOqZpSndX11yB/4BGo4Fr2RhpCKM6uZxNLt9HqxXRarXo6elnZCSja6BEcfXzed4lL+TuL/8brufQSJvYfoEsshAY8AxpFuOXl3Hli29huqEZm27wP3d/Gi/aS1ZrIt2UWm2ScqVMnCboTNAKGwQ5l1ptlmIujzYJrVqdQl5i9eSZbc5iF1eQKo/G9AznXnwN0nWZHNnD7MwOPNshyyLsyFAu9UAcc2DHXTTSMbbZa0izEUa2NCg5HhPT99Mc/glDa86it6/M5r3T2LOTbB8bp+e0SUSui+rwI6w67Xp23X8PVhCwa2Kc/lVrCdw8Oo5omvasU2QZHJVhibl6NkoSWQo/0yRz4lTUFnN10bEwKGFomQjP+OR1e8ZJC7CU1Z4xwtByNblUE1uAMWiToZFoCcqRCNFepmCZtkAZAZloF4KXgFSC0BYYo7AyQ8pc3RwtURKMVLhKYql2kwMtJbaWoCGxDEZCRrtRhtQG1wiU1IhMEdourpJo0V6uoRFIJFJrpNAgrMfdZalRSGx04BGkCXVpiM44g8pvvY1JctgzdXb+8PsEfgHPsahUKmzdsQ3p2mRZRhhHGNVWNkdaZCpDq5S8H6B0giQjUxppCRrNGpZl8dMHfoJtubTCEI0iVSl+PkemM4TUNBt1SvkCoLEwFIo5mq0EoxWW5RCGTf72b9/Pm9/4y3zq07fSU1mGtHPs2bObFSsHabVq/Oxr38jsVI2bX/kqkiTBCFAm474f3kshn6eru4jKQiYmZ8myjGJRsnPnbn71V3+ZrkIe13EQacra1aswOEyFLTaddTZ7Ht3OdCsmNT6YBoLO0q0OHZaKTrj87Kfjd5bW73R46kzt3cUk+Y7fOYbfObSG/hSkozsd3TnZmNq7s3Od9SzXnQ5LSyffeer5zul///6ne9iek5wUAbMlrUNFuY0x5HK59ox6Po9r2aRZhLDAdS1s12F2dpZ8rotarcZ1N9/CvT/4GheccwGrTjuLvRvPYSyQqAmLfmuQVmsf1ekGKoxxjU08Mc6H/+JPwC9T6Rtk46XnMb7tAEb24NqGyYlp/OVlRqcn6cr1Usy7aBT1ep3M1fieQ21qFh2D213GDXLMju+iUirjuCkT0yOc+4KbSEu9LGvZ1MIRtjz0dYoFi0YW0koNyVhKwRaIZS18v0y+7jJeG8HK9bKsq4vqzs3c37LY9JLX0hwf5oWvfC0P/OgO1q0/h8mHvkP/5W+lsH4vw1GNXLGMbmVYESROwGWvey1TX7mT7lCTzp38+RRSoRBa0XIMMnXQQpIKQGjQhgwJWuIIF1BkCOxMkMn2rJKbglAabAHKJbMFQWZwtEYaTWxJYttgZSCEhdEGSxsyITFWe5wlEDsJfmqQWpIKgbEkUrfnZ20NdiaJHE0qIR+DpRVNV9J0DF5q4StBhiazBZnUWErgqBTbGCQhUhtSW5BgI42NbUT7b5UcmnGbjzEGpMazLRIM9sohCu95Cw1TwI41v/YbbyELJI1aHd9xmZ2dZcOGDYxOjoMUuK4LgFYJ9Xodx7UQRuEHLq1Wi0pXmfGJGrVaDXtuuVYcxzSzJqVygTRNUSojjCKyVoplWQRBgJCGIOcRxzGFQg6ERbMRkaYxnuexatVKvnHnN1h3+gZec8vrkMZl9eoz0SYml7fRyqarMkRPTw+PbttOhsFybJqtJkOD/UihaIWzJImN67rMzlbxPYlr+7ie4KxNGzjvwsvprvTy7Tu+x9gP7mPf9r2I1GJieowoMShto7V8ekSiQ4dnOZ1w+blBx+8srd/h3c/0iJ7azOzbQsP0dPzOcfidp7Ba9BmnoztLrTtPvMlnh8eY2be5c531HNCdDktLYstOvvMU8p2V//z3T99gPcc5KWowF/KBufjcM4njGMt10ApSlSCEwMsFSMuAMiilaDab9FT6aDQimmGC9G1U5iCsLs6++DrOvfxK/utTH2Nq32aCdJY4y9NojtC74Som9t9LODaDZUPJ9RDSJTYNukpFpqamsKVN4OXwAhfHkeQDQ1zVeG4PoUlwTYimTt+KfhozDVyrByeXMTFZZfWq5aSxTaotIgxDqzYxsv2HoBUzU9N4tkulu5d6WKd/oIJRFloKUpWRxhm93b3s37+bK6+5mh0HZmiN/pSB1S+hYWJy1DgwXmPjqh527HiQm9/yL+wZ2Y8oeSwbWo2HZN+W+/j5m6+km5iyqjP15j+mErZwFMQmxNEaoSxaToqrHIwxyLmhnx9saK2x5Fydm3ljtFD4IYRA8dhxDiLnDOyhpl7msZo5839+cD+zSKO4g9ujdPv7edsdfD5tARForRFGH3wCc49nHdpOGDAC3ExSd1M8JCoTGCHB1ViiRPKHv0jj/Aux7RKf/vjH+J//+jiTaQ3hugSWRRD4lEoF9g3vJUkSbMehEUZIy8LBwZLtZimZTnEcizCJ2+/hfK5dM8z3SJKEMGzSNXcHSZIk2LZ/6G9RUULcbFEulg5dBLiFIgf2jzA7WyPLMnp6y5xxxnre+rY3ceU1VxN4XYCPzgRCKoTUgEWWGW799Cf43//7f7ebWGQZSdJuDRsEPkkaYYQNxiClwJJQLAa4gU3/QB+O5TI5MU0UpXRXegE4cGCEJFagLdI0pLe3l82bHz0la6F2aoMtPSfD58mpRidYftKckrrT8TtL73eKp539TA/rKcf0Fz/T8TtP0O/U6w3CMDolBbujOydCd855pof1lGP6i//d0Z3nkO50rrOWnt3X3dzJd55gvlO490vHfmE7PI6nUoP5pAiYS8W8Wbd6gFKphCUd0izGcV1qzQae5yAtQdiKkLTfeMuHVrJ3/yiel8OyMwK/i/6h05iqKx7esZvlK4eIalWKvsPoyBRrN5zJ4PMuJKlO8qVP/gtZNE5geRjZxLZ7aUUzCJNgWx5ZYpDSpljyqGeSoVIJWygaSUjg+UjHo1TpI9A29elZvHKC5bkUC71Mj03iuwrbhnyxl2azRtxKsG0XYVkUijmk65CmFgVaxJ5PSJmhoU2MDG/HNlWWlXrIF3ox3Wey56efxyuvIN/dzcz+bWirgTRDrD/jPJafeRHDzVmaM1NsPOM8LL9At9/kvDV5bM9l1eQEE7/+xwTJDBYxTipILAtbgRHykChI89iJfuhknRuXg++MxcQHeJwACdrH1VofulsCbQ7tc1CA5oufFkcIysHHN6bdCTRT7d9b8jFRm7e9EXMCNydAwpJzj28dtq1UAiMNmdQYIyjhU/cF415G4f/5daIrz8Qi4H++9DU++tGPgIqYrk/R192Na/kUS3l27dqJ49lYjk2cpWjVFrbAcduNUYpFoqiFdCSO56K1JtOaVGUUi3myLENYkiiKkIj2c9SGWqNOLlcgsF0cIVFKUSgUaLVaTNeq5HIFqrMNoihiYLCfl770Rn7h9T/P9l3bufCCSymXern33h/guja12ixXXHEV377r+/zz//uPPLp1C1JCK0pQSmEE+IGNbUtazYwkSbCExPVsHMdCSI3Wut0J2XJIspQgn2u/3loQx4okVizrrdDX18ftd9x1SgY9HeNzYjgZPlNOFTrh8lPilNSdjt85MX7HP7cTMh8vo5/8fMfvPAm/s2PnXmq1+ikp2h3dOVG60wmZj5fRT36uozvPMd3pXGedGPZddXMn3+H48p31d37jyb/Qz3FO+YA5F3jmrI1ryeeKzMzMYLsW0rFRKkVYkjiOyPm5Q9snSUKh0EWrGVOwLUKriKysYvW61Xzra7fSX8pz8fNvZP0F13PPd7/Bd77xmfYbOTEMDSxn3+hO4rhKucvFSgvU63WklGidYYzCcxy0kphAYEUZDjZRpsgVJNoYij1DNCcalCuS9aefwcTULnLuIOOTu7DsBM/rwwhJ3pWsWDFEplI0KVGc0mil9A9s4Owzz+POO2/j2utu5MBozFRzmno4y6o1p5OFKXu23s+AI1C6xWjNpqc/Tzg9Rt43jDUr9K4+jQsuvYpHHvwxy4bWsubsK/F8Gycd4cUbuplxHVbv2s30n7yXXBhhJQ5agq0EiLnCPPoxATooGNCeoYKFZ7jmC5UW82apjDm038H/H/pXm8NEzBiDOPJnR8xyzRea+TNh8x//IBpzSIA084T0CAFSAiS6vbxCa0TOgMihfuW17Hvli+mpJ3z329/iwx/6B1QcUY3qaJ1RyufprvTR39/Lgw89QKlUIl/MsW/fAZQxFEolrDmxbLVaxFmM63kYFEYILMclTWMcx5qbXY/R2tBotHBsjzQKkbaFZTn4rocjJFJKms0mhWIRlWVkqSbLDLV6k66uEtMzkwwsH8SWmhte9GLGx6f4yU9+ght41Ot1GvWQsJVhMoUfOEgJuWKBdevWc/+DP0XrlHwhoNVMCcMQo9q1khxp4bgWWiscL0ej0SDTKbmCj+vZWNJBKeipDJJz8zz88MOMjk2ckkFPx/icOE6Gz5WTnU64/JQ5JXWn43dOnN8pXH3lMziypwbTH/lYx+88Sb9z17e/Q5qmp6Rwd3TnROrOVc/gyJ4aTH/k3zu68xzUnc511olj73Uv7OQ7x8h3yt+97ThfzQ4L8ewImM9cR6sVUalUGBsbodTdRZSElMtloijCcRxUmqG1xnEcGo0IraDouaQyh/HLzMzMsKInR9yq0ogMTXKYLGTtmhzjB8aYCRv0Da5hanyK5swMjioTmSkKhX7iSKO1Is2aWFJh2zae4+BIjePnmGkorDRFKYVXLuM6Kf29OdJEUa+GdHe71OpN0kTS29/D1OQsg8sqNBo1giDA8/JY0qXcVaEZVVFOjly5h8bEfnoKPaw6/5V0rzqD2z73SV788p+l1O9yz3/+AxdfeDXf+NF38aKMctlh/96dCJnh57voHVyL372BwdMuobxiCOODqk3zqgv6cAVIz9D1g/uZ/usP0tMMUdollQpHHDxhOSRAME9czKHpp8OE4HEn/jwBEkJgtJ4zkPqx4x3x9lpohuvgLFf78Q/fQQiBOPi8pH3YsaWUh81wGaMOm0U7UoBsW5IaDdjUnISKCIh//hVMvepl5OI8D23+Me/+P++m0AypV2v09Q2QOpI0icgXupAStm/fSrFUwHVdXN+j0QpRypBlCUKA53ntWWmhSVTWfq6ibdYdp72kw3EcUpUhhY1SCmk0SaaQUpIPCkgDKkswgHRsHGwmp6dxHZ9qtQlAohJs28axNEHQrjemlMJyHOI4RQgLz83hOy4z9Wn6+3spl4vEabuGmSEDNEncnkHP53KErai9lGxuCVqcapRSZDolyHs4riAMQwqlXopBiX27x2g2Q6rV6ikZ9HSMz4nlZPhsOVnphMtLwimpOx2/c2L9TvHlNz3TQ3zSMvuBD3X8zlPwO2NjE2RZdkqKd0d3TrTuvPyZHuKTltkPfLCjO89R3elcZ51Y9lx1QyffYeF8J/j+7U/59X2u81QC5pOmQ1e5XCZNokOdjcMwxJYWWmvSVJEkGdVqnTiO0VpTLhcBaEaGgu9QSGdZV7EwUQ1bWlRKHnY4jF2bpjrrkCuXWbfhMmbrk+T9kMG+AYxOkcKmUAgolPNcfuU1BLkKxXIX3T05ChWf7qFe0nwFu3cVsrcPUyxy7pWv5J1/9imk20/XsmWYwGeiKZhuOKSZYHZsmB7fptFKCQpFWlHI6NgEtpNn27ZdVLrLpMMTxDMpG86+irUXXkNx2Vr27drB6p6IH93+Ye75+vcRjs037/4C9fEp3GLC7OQYOWkRJ5KsPg3hMJ7TImcnTOx+FNdILOnx0Y9+lhSJCAWTF11C8JY3kvg+vp3guIe/7low74Q9ODMkDvv+IAeXRsznUIg0d4yDS34OcqRoCSGwWPj9ulDoYuYdd6HHnv8lFhBMIQTMfSkNMhZEdkSf9glf+QpmXv0KLOOwfe8jvP9P/gg9PUOVmFwhz9ax/YyMjVLOlZBSEscxq1aupF6tUSwWScIEC4HJ2kbZFhZaG8bGxmg0WqSpIk4ykjhDZYZ6LaRRjxgfm0YlIKWNlBJoC2kSZ9SqdarVGjOzNaDd8Xtqpm16kiSjGUaEcYLKIE00aaJp1Nsz9MoI0tRgWz75XAnLckhURqFQIAybzFRnaTTaHYmNMXhe28wUSwHSFrTnBzXCbgu3ZVn4vn9I6IWwyOVyZHFEnIQIWyGdbMGx7NChE6IuTOd16dDxOyfO74z/538/w6N7cjL9Vx/q+J2n6Hced0V9itHRnROpO59+hkf35GT6rz7Y0Z3nuO50OHGsvvvrnXxngXynEy4/85wUdzAX8oFZtbwXx3EQWLi+QxRFNMIWQRCQpIpyuYwlJTpNiOIWuaBEK0po1gU9vSXqjSlyvjVXi0mSaYdSpR8jDXtmRxgq5tl09hVMTuxjct9WZqIZokaeuFlHYyh295ClEt8LiOIpBpblESiMMdTTLoy/mtPXrqR/WYVHtu2hUIAuy8PxYrbs/CEXnfsatm59kNF9P6DXz2OphFll4XiaOGmwcuVKyl0D2FbAzp27WTa4hrA6jciXCWWFC848h3IgGB3ZwfTeHRgnT9qo0T+wjG07f4B0y1QKQ9giozC4nLGtm4lNAyWgqzxA/8DZnH35S5lsjDNyz11c/YobueTCTThCkxmF+8nP4H7+VoK0/UEr5urmHFxGAfMEYO5k1kcREj3334MzZAdr8xxWa0cfLgqHjqXNYUIB85dQHC4y82e41ALLJ9p7LCxAxsx1zObgnyWQ0iJzBNHLriF90xsgzbN/x4P85R/9PqrgMLV/BKeUZ3TvfnJdJaQSnLPpLOrNJjt27MBxLSqVbpIkodFokqn20VtRONe5OMRyHRqtJkiJ63sopQBJqxmhUo20wPUdSqU8cRohhaBQLFOt1kjjBM9qz+RJKZCOjbQsarU6lnCpVRtA+++yLAuEolgsYlkWYSvGcVyUMnP7y7ah0Sl+YOO6Dq7r0mw0AI2U4AUuluVgOx61WqP9eqn2jDoa0rm7A1zfResMy7LIsgytBWkck6YZYyONU/JOws7M+tPDyfAZc7LQCZeXlFNSdzp+5+nxO6vf9ZvP9FCfNIy+9886fmcJ/M7oSI00UaekiHd05+nSnXc800N90jD63j/t6M5zXHc611lPDyOXX9nJd+byna77OjWXl4pT/w5mAbmcj2VZeL6DENahmZJWq0WWZUyOT9FsNrEsC9tyUUoRNpsYq0krnEGlEVMzdWYbhoQ8Vr5CI87Iuk7nZa9+OzoNGBzcQDVRdA0OUO7qImk1aLVaqAws6XDRJecTZTOsX78GrSyqDRcj4MKLN/DSV9xIXeU5+/m38NZ3/DljU+NsfeQ+dmx+kOrOcf7n//4jE/seZnKszvZ9w+yfqlFyM+xMsaw8gAoNe7ftYHp8jFVDq3Arq7js+usp5ou86MrrqTaqjM5O0EgMWapYvqyXrt4iiQgIrDw9pQph2CQMYzZvuZeZqWlOP+v5DA2uY8WyQcZGH+Ern34fBx64i9XnnMkdd9zBR//j49hK42YK+3U/w+Sl1xHPLR86KCBHntBH1sA5ViByWC2eRf6dv2zi4PdHMr+Q/JEzV/Nn1o6cjZt/LD2vqtD8nx/63pIIUqavuQz9pjcQp4a92+5vd/+Nq4TTs5QK3UzsGMUvdtHjFzht9Uruf7hdDwyh2bhxI/09vQSuhzEGS0I+yCH/f/bePMyyq6z3/6y1xzOfU3NVV3dVz0OSztANGYBAAgkkAoH8gqBX8SdeQK7oVRGvPnpV5KLXAUEG9adyFcWBQa4gQ4IkgSQknaHTSTo9peeuqWs889nzWr8/TqUzEWigq7s6OZ/nOU+fPsPe++y96ru/+137fV8pqVQquG6aer2JVoJsNksQBO0uxkFMFCQIYZLEktBLqFSqCBRRmFCtVtFatxuVYOA4DiCIogikwHEctFAgNVq3Z/uSJEZrTRzH1Ot1AIIgwvNDPN8nVhGGaRIlMX4YEIYhlUqFJEmwbZtcLodSUK01mJ2dJ1IJiYZYKfwwJFYxSiWYtkUUxUhpohRIDExpYJoOUjxryrRDh2fRCaq26eyHDkDH75wlv7P7V373XB/pZcGR9//Pjt85Q35HPM/dWecFHd05S7rzO+f6SC8Ljrz/tzu609GdDmeJwXvv6cR3iDrB5WXE8ggww2JR/nBxJr1F/0AvGzeup1jKkXFsHEvEBF5yAAAgAElEQVTgGBLbssiksuQyWVKOSxwmVGtNWqGBNrP0DazEcjJEcUKl0eBlV15PLnHJlQrcccdfEvmHOXhkH9XKAqVun2JXAdM0iYI5jh+9F9dIaDRc5vyETE7gZPMcnppjqlqnf7gHN1ui6s/SW5QoNUkvgkhL+rKDhHMtUm6RlGugTU0cOtTLC4T1eaonq+SdAtMTBzi0Zw9zj/4H3/j852icOMqxnf9OX5dN/9BaSm6GBMG+w4+SRE3qE4/RvWI1VGbxK1VSXb1sLFgkYY1jxyfp3fZ6yrrAUP8qLt76euI4Zuej32Bu78M0tOQLX7wbU6VJtEXvr72DyW0XIGSMSqBlCEKpkcpAiABD+yQ4T4nEs/7wk3Y7hVNdQYUQaCmeN62iLQgKITSG0CAUBgITgaU1lgCEIpGKWCTtE/vThuSTM1aKZ897PU1UFmfGpJRIBZGlUKYkE1lEZkJsR8SmwDNSWESU3QLJ+36OyJPMHhnnv73/l5g68QSx5bJQq3HoxCFyA3kcSxBJxdHxY6xaNcDswjTZXI4wiqh7Hl6UYDouXpjgxzFKCqxUGj/W+L5CiXaql+vYGLgEXkjadZAkCB0jgSSU1MsJzUZIHCpQmjD0CXVEkCi8KEYlAh3ESAHplE2xlEdKA6E0mVQKw7SxbJtsPoWVhlg0yXbZ5LozGK5B6FfbXV61jUoMDA0kMZEf0agE1GseXt0nCRRxS+H7MY26T+hHSCQqVjRqTbxGSLPh02oGJFqhicnl0jiucaaloMMLkE5wtUOHp+j4nbPjd3b94i+e60N9zun4nTPnd87381hHd86W7rz3XB/qc05Hdzq60+Hs0n/vnS/6+E6H5cP3DTALIVYKIe4UQuwTQuwRQvz3xdd/TwgxIYR4ZPFx49O+85tCiENCiANCiNd+v3UkiUIl4LouQRAw0DdIo9Hg5OQkhjSRBuTzeUzLwg+CdgH9ZrvraqvVIAxD6o0qcRwyPn6CE8cO0WxUaTUb/ONn/phP/f2HUKqGaeSwjSFS7jCu3cPQirUMDufYsLmPdRtWkk4VMKRNvTXGmnXdJH7IJZtejYjzrBlazwUb1vGFL3wMQ0kq8ymauIw3I9Zu3MBCawyzD0wnJqzVoCHxRIO+4WEacUwoAmYqCwgji+OmSXSWXC6FMhKm5hrMjU0yeegRys05zFwfIyNXUq2GmKUBmnRBYRX5kRXsObCLmg9dA310ZQz6/Xl6ux3mZ/YzO3YXff0b2dyzFlPBxP3f5K7b/557776VBE0Vg4t+/beo9q/CcyW9MbjCQckEgUnLcrEJn37wv2fdnGekK3z3sfOczydoYjQRilgrFO3yUkJLhH7mcPxus2TPWK545meVBDOySYWCqhNhBhrlS7LKwI5qzOWyFD/yPjKBTWNunl9577sZzOXIDfSRSmWIY0U+XyQKYpr1BpVKhWw2T29PP1K0Z7svvfRSlIJ0tv15pRSNRgO/FaDihDAMSVSMlBIhDKIwJgxDoqjdRThJ2oXqoyhCxW0DpJUiiTVBEC3OmCftRhKGQRhH+GG4OKunSaJ2KpW0TLTWuCkJIkIaCV2lDINDPfR25+nvLZLL2+TyWUzTJAgCwsgnTGJcN02UKMq1KoEXoCKFJQ3QGq/RJPQDVKyJg5goSkAJ4jgm8ELQmlajRRjE1Gs1LMP8fn/ePxRnQ3c6dDhbdC4Qzg86fueF53dezDR2fKvjd86g31kKHT9bXqejOx3dOVs0dtzZ0Z2O7nQ4B7yY4zvD933lh9xrHZaC07mDOQbep7XeDFwB/IIQYsviex/RWl+y+PgawOJ7bwMuAF4H/IV4st3j823E4kxGs9nENE3K5TK25eL7PkmSkCsUCJOQhISm72GnbAzbwHRM+vp6yeZSdHcX8Fs1vFYF01DUy7PouMmrr3gjhUyWmdkJTBNSKYveviKJThifOMmxoxMEYYvJyRNEsc/WS0fJ5tJ057ah8kUOLcxx5WtfR6XVYGp8ktnjJ/n6v38BojpFXUDIkPLJE2zZvI01F70Wp2c9uZ4cqYKJV63jNxVJbGLbNoVcFmKFY4S0tM30XJ0tl72CS6+8loWpo8TVaaqNiNKq9ZRWbSBdGiIzfDHrLrmS0Ze8hlfd/C5ueNPbqTsDVBrz5DIme/dPoDOjZFdfRLU1x9ihvRyPsnRddgVeFFPzavzDv3+JB+5/kHQSMhb7dH3sD2kUijQJiBbTKXxDYUcarRdnlZ72B/+cGjtPL7D+rNee8Tn91Ov61KNd30dJgZJPfd7QYCbPTK94cnlCiEUjIZ730V6GwE0kSgqk0CQph7yRpWkKpCUY/t1fY3J4mHrN58ff8RMUsiaVZpnYixgbG8OyLAqFAnEc02r5mIaFbVoUi10sLCwwMzPHAw88xEKlTK3WoFwuE4bhqRm+tjloIYRGxwlJovG8gERrbNdFi/ZvME2TlONiSoM4DBBKEIUhKmk3pEgW642ZponruliW1e6Q6geYknYNPSHwIp8oCklUhBCaIPRJopC52Wm8Vg1Dx4udjBNcu/0dFcWL6ZCKREHKTONYLkkco+MIA41juRhKEnghQgkMDCQGUgiSKMYQEpUkXHfta8imst9PP35Yllx3OpxdXqxB1hfr7z5P6fidF5jfaR4fW7rRsozRd9ze8Ttn2O+0m4Wdcc6K1+noztnWnRNLMVaWPfqOb3Z0p6M7Hc4RK7/0Ty/K+M7Kb996Zndkhx+Z76taWusprfXDi8/rwD5gxff4yk3Av2qtA631UeAQ8NLvuRGG0S7QLUzQEilMPM8jk86RchziOG4bh0KBnp4ugsADFJZlEIRNsjmXdMahUEyTzlisW7uC3t4shbzLQw9+CaE8pHbZsulyKgsLREmFNeuH2LJ1M6++fhuaiP7eNQz1b6BarZIvWERxwMtf97OcqEk2XfxjbNt+NYVCjJnMcPLY3RhJlVVDRVAaUxWplieZmdrL6Kq1mHYPabsL6OPNb/l5lL2CTZe9nnTvZuyuQVoyS6ZviNe86e08sOckvnBwCwW0sNmy5VJm5uY4NDfD0KZtXP7KG7FzaXwsDo97dK2+iguvvoULrv85Hjuwj3pjki63hJ/eyFU3/RKJrLNisI+BwZWs2LydK694Exuv+DEOzgRMzXpoM820LRn62z/gRG8JS0UgTKQQSJEAdrsr57NInjWH9Xy1dp7k6bNbzzjWiMWUiqfWIRdntp4UrKd//+nPv9uM2dOXH0uTlh2RkGCo9p21de1TM21yH/hlTm5YS1plufnNNxE06xw/OY5EEHg+fivAMCymp2fJZHLkcgV8P2RkZJRDhw4xMzfPqtERdu56hDhWCCHIpHOgZbthimHz5LnWtk0ymQy9Xd309/STSqVIp9Nks1n6+vp46fZtlEoFVBye2g861u0qW7ottHEcLzZ5UAgJJIpcNospDULfQwuNk3KJQwg9hdA2SWhQr/q06iFezcc1MmQyKbLpDFrFxL6H0JDP5kjCBEOYtFr+YnMMMC1JJpPCMtrb5No2OlGoOELoBEsaOKZFLpPm2le8kiRSKLU0VXbOhu50OPu82IKtL7bfe77T8TsvTL9TG99/ZgbIeYL+yuc7fmcJ/M53vZXrRz1WZ8nrdHTnXOjOvh99gJxH6K98rqM7Hd3pcI7ZdOv/fVHFd/I77/3eO6TDOeEHym8XQowClwL3Ay8D3iuEeDvwEO2ZsDJtgdrxtK+N871FC0F7FlFKSRRFZDIZ/EoL07KII4WQip6uLkzTpF4PkWhs0yCJQoaHh/ACH4VmYHAVQkMqlaJYzDI4vJLJ2SnCSJHNFtn/xINYdoxrO4yfWIA4TRxPsmrVMEePnODE8aN09RQw0y6+2ova5fCWa27kiQf/jTu//mWa5ZOsWbOGJFKY+YhKbY6eIYmRlJCJIGo22LBtHRNHdzJ7cpx8zyo+f9utbLjiaoJ0D+vXbWd65jAXbb6MhUqF7oFBLkv1oqVg69VvYebkEfbt20Vf/zCrNl9JHDXYv28PQyPrib2YrsECXqJZs/5C5qsbOLrvMdb1ezzx4L9TIc8DEwdx8gU0KeabTfJrt/P4XTu4dFsvJ/cf4EuTk7z+lhtY0S2ZNous/vMPU37XL2EFPqnAQVkgpA/BU8cmQYN4piBorU+lLwgNSgjkYmF2LRRP9YzViw0L2kZBKYUlBMli91HBYv0d0Z7h0uK5ReSffP7k96WU7fekeM77hlY0CLGkAxqMJMF3UxR/+R0cumw72cjmE3/1CRzlgRfStAVbRjdy+457KeZKBH6EadjUa026e0pUq1WaDQ/bdnCcFI8/vpf+/n48z6NRb2Hb7QZ3URRhGIudteMY0zbwvCYDff1cdsml9A0Nc/jwIe6/7z7q1QoSReA1sW0Tx3GoNwMU7bQvy7YxLYlSCtM0abVaGNLGMQ1830dKieM4xLSbTkjhEIURC/N18vk8sa8xhU0UKmrVJhqFVhEpyyaXz9HTVWJkZDVf/NJXEYaNMDRxEqMRpJ000jKQUhL4rXaKmmtjp1zq9TqOLQkCn2uvuY7LL7+cxx45QBxGp6UdPwpLpTsdzg1CPLfz8AuR50s/6wSdzw86fueF5Xca+/eT3bRpCUbK8qL62c8/x+/sOT7O6HBPx+/8iH5nqc9bS+l1OrpzrnRnH9lNm8/wSFl+VD/7ue+iOxOMDnd3dOdFrDsdzg0X3fY1xq6+7gUf3xm577l3Ll/Q18uemdkztSs7/JCI0xUuIUQW+DbwIa31F4UQ/cAc7bm1DwKDWut3CCE+Cdyntf7M4vc+BXxNa/1vz1reu4B3ATiOvW3zhlXUqw1yuRxaa9IZF4AoCshkMkgpMQyDKApRaAzDII5jFqoVgjCk1F3Etm3sxbSWyalppGmRhJq+4S7CJKRSbVEq9lJemMFJaUpdGXSS5sjhMUgUlmHSqCVsueyV+CpmcFWa8dkm9cosl2+5mL0HDyBkjoXJg/R3u1x21S187p8/i+uavPyGa0nCkxj2EBsueQWf+JOPIRonuOFN72XtxZcgU5J0qkQ+14UyEpSOUTiYcczsyTGqoSblugTje9hxx1cZHhliYOQiukolWkaKZnWBwPOYnK1z6abVjM/NUUxluf8bf8fGXgcnu4XpqEyz0mDb1k0cX5hj2BnkRLOKo5qs3XoZ2APMV8pcvX6UzRevwKWFlbGx3/Ru0pGP1BLthUT283TpXHwuzaeyYp4UG+PJLrdCPfW60jx5k/yTgqXiBKlBisXuoVI8Y+aqPTv93KLyT0+XeHo3UbGYlqG1RkuNTmwMrbFMONZfZPX/9yeMxzYZI8XV170CVa8SWxGmcIibEaZro7Ui8HwKpSK+75+qz9XdU6K7VCQIPMamZuju7iYIAnSSIKWkWmmbDcMwqNfrRKpdyF4l7VSqFQODbNm8Cc+PCEMfieDI0cP4fgvDMFi/cROHDx/Gi6J2F+SkXXS/bXraQmsY7a6wqbSNY1rEsWZmto6UkliFWIZNGPk4joXjWG2RtyyUjnAsg5anCb2Q0eEVlPJZVOixefNm7rz7PioVD+VCEraNm5tJIwwwpIBEkXLcUzXNtICbb76Zmekppqeneec738lXv3ont379Nk7OlXdqrbeflpD8gCyl7gDblmKbO5weL+QgcyeIfFY4L3Wn43fOrd9Z0Te8FENmWRCOHer4nSX0O5/5l88TRfGSiPuZ1pzF9zq6s2x0Z+VSDJtlQTh2sKM7Hd15+jI711nLhNmrbnzBxnc2fu3fz8Ae6vC90Fr/0LpzWvntQggL+Dfgn7TWX1xc6bTWOtFaK+BveCpVYhx4+pl0GJj8Lhv911rr7Vrr7XJxtqK3rxvbtpFGe2DZtkmxWCSTyyJNoz2IpSBB44UBCQmpVArHcSiVSvT29mLbNo1GA8dxaDQa1MotKgsBmUyOvv48mYzANlxElOPxh8fxWgGe1+SSSy+iUHJJqFKunmT79pdy8Uv/Kz/77j9k+0tv4Nv3PESudw2FgYvB7mLXo3v52t37ec//+D18Xeaqa36R7qHr2LPzm3zz83/Cr7/zzQyt3cS1N76B3qFV9AysoFjqJkpi5soVEgSmSpiamADTpquUwzRN+tdsZe2Fl/HE0f08/MCd7Nv9GF2ySXNuCpFoLtm0jnLTp2vVGtyUzfYrX4kfJwT4dI9czOC6rRw5Nk8m18/Dj+xi9cohDDfPockpJqYOsmZ0BRNmnhNTZbyUhWjY6N94DzXHoCUCTDf97OP0jD/+Z9fKefaMlHra9xbHzjP+jRyLyDSIpTwlZE9PhfhuqRHPnl179utPvmbHNoGt8BzN0a4Caz/5h4xZKfJump97y82sGRrAl4Av2zWvLIMYjUoEmVz2lOnxwgAtBX19fRiWSRRFuK7L/Pw8lmXhBQFzc3NIAzQJLa+BYRvt1BDDIp8rcvGFF9HTXeSRXQ/yypdfhWOaSKHIZhw+9ucf5s8+8qdcfvlLMAxBNpvCMCT5QjvVKpfLLJodF1S7EUUcKxI0M3MLxHFMFEUQa8I4Rsh2qmMUJafSx9oNMrLYqSxBlOAFEVKCH7QII5+1a9cQJ+FiHTKTKNIEfoLvxYRBhGPZmKZFq9VCGJLLL7+cjRs3cu2rr+On/svb+fa37uaee+8jUsl31YwzwVLrzpJteIfT4oUahH2h/q4XCx2/88L2OzNffmE2gomP7u/4nSX2O0s1KboUmrO4jI7uLBvd+Y8lGTvnmvjovo7udHTnGXSus5YPvfd+7QUZ3+kEl5c/37dEhmgf5U8B+7TWf/a01we11lOL/30z8Pji8y8D/yyE+DNgCFgPPPB91tGeKYzjU8X82ylcKZRSOCkXrTVBFLXTZcKEIAxROiafKZLN5Th06BDd3d0M9PeTyWRYMdzN1Owsxw8eYvpkhRMTc1y4dTX1RpPZ6ZnFek0ux49NYsoc93xrH8Qu6fQ6cnmTx5/4CvO7bmXD+uvY89A9DHaPsG7tpdzz6P1EwiBfHMCwvsFnP1PmZRdfyK59X4R0hos2v4Zbv/wv9KS+yobVBW679W/Idg2Rz3XjWmkMoZCpEnOJiT93hO5Ska7+EZI4Ik5a1JsNtlxyJfmefuozx5kYn2bscUEY+oRJg16Vwi0NYc1OMxMlJG6JQ6HDJcY0W/qvwhh6Kfvu38F8WKHn0lGSqEarGrB+1WYOHT5MsiFHXJ9lt7QoHoOeAZvwogtJv/1mnL/+VyadFiXvqePy3U5sTzZbaH+IJ+e22p8Vz/2slBJNOz0vs2qIueNjiEQQL3b6VTo+tT6BwXMW8j3GzdO3L9SCrI6YLqbY+PHf5RguKW3x4zf9GGs2rubx3XvJNDWBaRL6AWbKohX4mL4kUe3mEU46hWVZbaE1DKIgpOm1mJ9fIJfLUa1WEUKQzeeRgO/7FItFKrUaPX29zMzM0dvbi+d5qNjj9Te8DtuUpByDKFKMrhzGdV02X7CFyakpEjRR0CIMfeyUi0ZhGhZd3SVIFKV8Ad8PCOKQRqNFrpCnMt9AKI2QAstKE4Y+CItGM8C2NZZlkM44xIkgiCKQknK1Qi5t0N1VpFqr4QU+6WwKL2rPxIdBjNfwwQAnnwJgoVIGKbEsmyNHjhJE32D1yAj5fJ6jR49h2hZOygVqp3W8fhDOhu50OPe80MplPF9wuVMa4/yg43deHH6n/Nd/ReldP3+mh885Q+/fxTFKz/E7Y+NTrO4d6vidM+R3lqLZ1tnyOh3dWQ6685eU3vWeMzl8zil6/8Pf9TprbPwkq3sHO7rT0Z0Oy4DBe/6T1vZXvmDiO5v+80vf9TubSv3sL0+f1vI7LD2no1ovA34auFYI8cji40bgj4UQu4UQjwHXAL8CoLXeA3wO2AvcCvyC1vp73uaoEkWj0cIwTRKlcFwX23FAWCAs/JZHo9FAAnES4bV8hBZkrBytqI4fegyPjOIFMUqZTE7O8djj+7Asi9LQEPmCQxI22LtrL0JZFAo5TLtdAynyY5KwiWU3KHSH+PEkfnWeuOyzOpclnLqHNcNN+oZ9ju37CmsLJ9gw7HHZhaO4Xon+zBgnyoJLNr0W5ps0mrtZu6mHQ1N1RjZdQ9/ACNNTJ5meOoAUk9x//21o0UL4ZZB5Ip1j/MQBvvOdr7F758M0pufxwojpo4fp6l1HNZhj34GdZAyTlFGgFWfZt/s+ahr6+ofoyq/iqqtuQISC/Qd3ELQ8Wv486UTDnEd+3VVs2L6NRmua+fIhHvrWZwgjycLBBXZNVTnqNUnsDMF1NzDzY6+llxymbYEUKBIMQ5BIRSIhkQpTxM+Y4Xp20CQRFlKBQBEZEilB6AQ/3cU9b34VJz/8AZrXvgq7qUhEjKkShLRJpEEqgmenTyyOqcXRGpAYAjOxsDCJZIxCIxIDzwSkx1Spl9GPf5SJfC+FVDc/8+a3YVgGu3Y+wPixMepEFLpzpDJppNI4MaSyNqbjEGtNGEbEcYxrCkq5NNl0hkqtRb7QRRDFpJ00fqtFynHaaVxCMLewgN/0mZ2dJ5XJMH7iCKZOeMsb38RAVx93ffMbrF45TDFfoNZskS8W8IOIWiOgPN+iXI6JEpNqrY6TMunuz6JlgOFC068TRSFBM8QUBrm0gSFilACkxLQ0himQ0kArSRKDTgRJKGk1QrxGE6UUQRDRbCX4geTxvYc5emwM200jTEHalpRyJratKPQV8ZKEWq1JEmsEBpZhMjs9w97HHuOeu+7i85/9LPv27UXqJr1d6eccrzPEkutOh+XBUgden0+rlmI9P8x7HZYVHb/zIvE7x373D5dyHPHND32QqaNHOPb+31vS9ej9jz+v31lR6u74nTPod0xzSZoanxWv09Gd5aI7f7AUY+gU3/zQ7zN19DDH3v+7S7oevX/399Cdro7udHSnwzIi/dC3lzS+4z50B+KLn6F357eXNL6z+j9vf97f2AkuLy9OuwbzUpJJp/S6NcOnuhin0y5BEGCaZvvOL9mukeSm02itSZIEFSnK5TKxSOjq6cbzPNauWc/DDz/cFnkvwM6kGO4f5MiRo2RTWbROMEx4yUu28dCuhwiCCDftsHHjRnKZLHEcc/joEaSUzMzPooIYN9tFYtoU+1dz9TXX8+07/4OkMY+V1AiTNFFD0zdyIVe/4XXc+qV/YerAo1xwwRbG5me55mU3MLL+ZSjHZdcjOyh1ZVg1OsLK9Tfg6RlaLUW14uF5ZXpKKZQXMnV8DKlDZBIwOV1h3foRHr/3Lvbs3sG6TZfy2jf/HLWgznzVpxFGjPTmqMzPYVFh5rEHyKzdirQd8m4Pc4f3YPX2Ig2HjZsu4fCeB+nNWni1Fu7oOrpXbaEyPcF7XrWOBeGTSRRHP/F/WP/Qw+imwooUiIhMrKnbEpC4iSA0nykSUj9Vq0dJg3QcI2KFb0pShoXSIUdsh+9cOkAz3cU1ZZ81jxwixscJIDYMYqmwkgQljeeMjyfv/jMRxEISmO2aQKaQiCjBMyMcIZlPdTP6yd/lUE+RbJTiXe/+r8weP4rvNbEsi7lyjShRuGmHIPDpKhWYm12gUCoRRRENr4VlWaTTKUq5LKmUQ73ZoNTdz8HDh3Bth3w2TbVcIVfI4/s+tUYDKU0syyBK4naqoQ19pTwTJ8bo6epmYnoOaVgoIYhixaXbLsNNZ7nvvvtpNnxqzQqOY2GnbLK5FErFqCim0fBACWzHoVJpkMu6ZHIpZmdqRAlIU2DbNlGYIE0Ly3QAMA2DJPZpNuskCHSiSLk2WdemlMvSarUIophESNxEs3KgF4Gm3KwT2TZjk1OkTBcnZeK6LnEcE4QepjTIZNKEYUgQBLh5E8Mw2fv49JLVQl1KhBDnXvw6nGIJ0wCXdPlPX0eHs8p5qTsdv7O8/M5Vf7o0geZPveenaaa7+KUP//mSLB9A736443fOot85frSK50Xnpdh3dGe56c7/XpLj/Kn3/NSi7nxsSZYPoHfv7OhOR3dOi8511vJi9lXXL0l8Z9OObwKw+x3vWrL4zuq7vrzUu6fDs/hRajAviwBzNpvWF1+4kWazSRRFpNNpUimHlldHa42bzmDbdjvFJAypVGqkHRfP81io1ujt60MLRVdXFzPT01SqdeYWqihpYCaa7u5earUKxUKOvoEujh0/wnWvfS133XUXsfbp7x8knc5impCoiGKhiygRuJbCcG2mTlr0rdhIzU+47lU38dCDX8SrP8GeR/fSKse89OUvZ6xyFK+8wNr+1RRKPew+uJ/BFSXCRotCvsiR8QZrL3oNdqmfq667hoKbI47g8NGj9HT10t+3gsp8mbHjB6g1xxCRw8q+HPd/6zbWrd3Mnfd8lRuvu5Fvf+sBMnmL3sF1XHzpdh565FGS7ApefsVF/MX7fprLXrKdza++kbAeceC+/8RIOYxufRW57hXs/s6tbBlZQcufZebQSa648RZmg4hVssm1N7wMYSgcA46+7zfYtHuCxBXIWKMThaWSRaEwMHT0VEBlcfwYCISGRIKhQCqNRmIDiBhhZtgbtIiLJQZbLboCj4YRY2oLrQVSK4RMEPqpmdpnFocXmNomISa2EozERCkwLQgdAxJJ4ZN/xsGBDCVR4L3v/W+MHd1LuVXmHW/9aT799/9EvdkiTBQxMa5tMNg/wNzsAmKxkYlSCi+ISDkWmzavZ/zEcbp7+zg+MUlPV4nQ9+nu7galmTw5RRBFSGm269bphDiMsE3JT77lJq58yTaCIGBycpJ0qQs/iNhx34Psf+IgUSIoV6rUajV6e3uJk3bziSRJsG2JaQh83yfj5gj8iEREhIHGdR3CpEmcWKhEYrmyfXGgBAgLYdjUag2K+SyB3yQJWoS001gMNMVsmp6uItPT02RyBfwgJGcKjCSmVMwTS4htmyNj03QVS7z6mqu57bbbiKJ229l0pp1CGccRWid0p1yGR0b5v7fed14GejrGZ3mxHM5FPwyd4PI547zUnY7fWV5+p7kAV4wAACAASURBVL938FwPiR8KvXN3x++cZb9zcKJGudo4LwW/ozvLTXeGzvWQ+KHQOx/r6E5Hd06bznXW8mLH299+XsZ3iosB7A5nl/M+wJxOu3rLxjUo1RZpx7EwLbBtiyDwcFJZlFL4fvhUXZZEkSSaWq1Bf38vqWyKWqOKbVrMz5eZLzeo1j1sU5LJZGi1WnT3FCkUU6xZv5ZsNks6m2FmdpxMuoRt28zOTnHo8AG6Sr04dpb52hSjq7agRRVhutjOCpp+k2o5ptWcgmSBfDqNtEyEaeJVazjYHDgwQS0QdOdTDK4fZGjNVoIww9aLX0nP0BacvgJWJJFCkPgN5qYO8fBDd1Eo5ujpWkE63UNoOfitKkHgUSj2sPuB25l84nGEneb1P/42Tuy+lwfuvIuR9Rey4cpXYwYtHvrOV5ja8yiXv/ntOE6KlG4yOTbOyMXXYRZyNKb2UjlZZ3BFntkDB7G1j+jqIXJG+KmbXsmG1d0oLelVPkf++/vpmZwgclKkWwIpIkJTYCoJqGcIkNSLaegabKVIhERpQSTBlGDGCcQaUxv4CFyp8AkIUVjCwYwFJppExiSGgVLqGekZT47RTGQzkwnJxxqZSHwTtA2eyjP4p7/JibWrcaXNr//q+6g/cYQJq0kQely8ZjM7djxApVprF543BDqJWD0yytTkNEhJ4PnkiwXm58pYtkF3T5HhoRVUGnWCMEHqkGw2i2maVKt1FhYWSLTAsEwa9SbpjEUcRVx/zTU8cPftpFM2b33bT3LzW24h39eDbdu0/JgPfvCPuOOOuwjjdn2iWmWedLY9s99s1ikVsvT2dlNemCP0QorFLiZOTmAaKaQUlLrzlKstolDjpI12J1cpCRMDadi0Wj4mGq0iRBLiJQmWZVHM5yCOECpq197TECuBY4GlE/LpNG4mTSgk43NV0qksfnUax3HQWuA4Tvu4Sw1oTFNyybpNuKkMf/eFr56XgZ6O8Vl+LIfz0Q9CJ7h8Tjkvdafjd5af30mtHj3Xw+IHQt91T8fvnAO/8417dzG3UDkvRb+jO8tRd1af62HxA6HvurujOx3d+YHoXGctP/a88ZbzKr4z9MDXztGe6vCjBJi/b5O/s4Xv+wRBRKFQwPM8CnaOVquFbZvUajXq9Sb5fB5od25dmJ2ju7ubrmKBZqNGJutgCU3KNqiXFxjsGcC1GixUK0RRwEtfup0o9sFQeIHPkRMnGB8fZ+3ISubn9hMlinwhg2W6VCo1kriBFAlHD+2hVlakChZesI+f+on3MTl9gLGJcWxzgEZtgbnpBfLFXuoVj0pQJVIRXaVeRlbkqNQicvnVXHft/4My05hoZg8+wNjx3UyNHSZszVOenWb12k305Law48G7+Jl3/yrjczXQCsdMcezEcS7c/kqGBnrIp20evHsHmy9czfCWeS7auJpdd/wzkzNltr9kK6uKgkMP3YGZ6qWrtw8TiIMa0tNEccz6i7cyM74Hq5CmUq3jjR3ioldu4esPPkBX6dX0OjZTaZeVH/0gx3/+fzDQrCCMBJSBjBUJEVK0h41gMcCi9akUiqapMRONFgIlIdIKNxE0XfB1hKUkgUpASFKJAUoipSA0FL4hcRPaReMXO40+XYiqaUUuhsAEK4rAsNCJYPDj/5Px4RFsw+ZXfuUXCGbmmJNNVmS7KftNGioha5g0LYtEQnd3F6YEYUBCTMbNk8/m0AKcjINttLsFJ0lCs15nZM16jh3ez/XXX8/Xv34bUphESfsH+40WWmv8KOYll13G7/+vDyKi3+Bbt9/O3//jP3Lnvffxa7/52wwNr+Bv//ZT3Hf/Tqo1n2KxhzD0KZT68PwQhEGcaJAmM/NzSBLCJKDh1chm04QBIAVzc3MgHRKVYFs2K1euYOWqUcYnZjiw/zAp1yIJI5I4aRfrV4KBvkFarQah7+PYFloI4jAkUhoviMg4FnGthtnycbM5HGEQtZqYhsC2LJTWeJ5HKuWQJAlJEuOm0tg5l1qzcZaVosMLmfOp6V8nuNzhh6Xjd5aX36kd2U9+zaZzOyhOE71jB+PDazt+5xz4nUSd3yVHO7qz3HRnH/k1m8/toDhN9I77OtdZHd3p8ALggi9/gd3Xv/G8iO8MPdgJLp+vLI87mFOuXjM6tBhYkPT391KvV7Edk2aziWmahEGMYRg0/QCp2x0rHcchbTtEKiKddnnV1S/j23d+i7Sb4cCBJxgcXsnjh44Qxwn5QoG///Tf8fsf+n1WjgwjTZsHH9zJyt5uHn3scQzbIpPJMDA0iFIxCwsLhC1JJutwcu44bqrE7HwL00jIug79pW5qQZl0OksYhkRByEBvH0NDwzz48E56Bwfw5upUqxGbtl5IqruPiheRzYVY0TTleY3vVyjmM6Tdbg4fq3LNDbcg0j2s23I5Zjbh6P6jrB5aw649D9Ld04fQVXbecztb1ryEStBAZPO0po9hzI+TX7uFxuQE+x/9Oj35NEMrL6Oi8zhmk3RpgO7uIWbmphlZs5qju+8jihJUaLJu42pOHnmclZu2MzlX4Zd/5ifoKaTxE0kpmuPkO3+R7lYNS2ZQWqJVgEaCFKdERwqBXHweS4WZmGgNTpKQmBq0RSITUlGIZ7Y/q7XAiAVKGkgh8IwEhMJ+2nn0SSF6csYLQCKQQqOVQFkuY2uH4OMfIOul+eiHPsDd3/4m+VKWbDpN6CX4KmFu8iSzqoU/X8NOuVx08UVUyrM4psWRI8fIZYuYpkG93sALA1avWoVjm4Ci1miipIFlQk93H0ePHsf3fZRum/Untyudccjn81x91eVkHYNbbrmZC7dexjWvuZ7puSZRFJDJ5/CDhEy6C7RJs1lHyBhNQBwrtNZIQ4GOyefbTS5c18WxbGr1gGw2y9TMBCk3T5IkpBzJ699wI6Zhs/+JI4yNjVNeqLfroM3NgVD09gwSxhGNWhVJjLPYkdjzA8JEtWcnSXBNA6EhXygBMLCinx974+uYnJzkscf2MHZiop1epgK0VoyuHmbtqmEK+SKf+NQXz8s7CTsz68uX5XBe+n6cboD5SSPV4YxzXupOx+8sX79T2Lj8g8z7Zo+flt+ZGp+hv6vY8Ttn0O/ceufDzMyWz0sx7+jOctad5R9k3jd77DR1Z5b+rkJHdzq6A3Sus5YzB65+zbKP72z+10+f1m8ppRzKXnAmd08HfrQ7mJekNekPypOzGbZtY9tm23SEMdVKk1y2hNDgOg5xrDBFuxi546RIpVJYlsVAbx9vfuNNrBgcppgpUJmeZWVfPyeeOIhjOaScNM1ak7e+5a1MHJ+kqzDA5dtezsTYAjsfeASdKPymT6Vc5+CBY6hEUihmKcd15lpNnFQP3cUSm9cPsXZkJVEQMjU9hfIgZWepVxsUsjm8Vov9+/eTSqWYOzmN67oMDJbQSYWDu24nnHyEk3t2oYMshgleoJmrG6zZ+go2XLydbFeaenmMPQ/cg2gGeH6daqxYs24ta0dWMb8QsmLNhZj5DK1alZ6My9bLX8mJcgPHzmB1D7Nx68u5/KrLeWLPAwyvHCCTzSGVYv7kGJlMhqN7d9PVs5b1F17GtosvQcosfUPrOPzILjZuGOUfv/AlpiMPI0yYttL0fux/Uba6KOsYX0WgTZQhUILFzqOQoEkEKNGu1WNpgTLaQqEMTWQYaGEQGqCRRNJECwtlmoSWAKmRQpMPBUo+9Yi0QkmBNiRKCjAtAqkJNQQZh/K61fR/5HdYUTO56+E7uOuOb1Cv1/FaMUEr5sTsBDr0mfXqGNUIwzBIkoSbb34TSZIQhiGpVArP8wiCACXaTU5irQiCgHK5jGVZJFGM74WMrlmLF/g0Wx6tln8q1dB1XUAShiHfuP0O9h86zN33PcCn/s+neetP/DS2lUZKE6UUlmUgJURJjDQNwjAiCn0c20QiCLwQtEF5rk6jHjLUP0qcaMIgwgvCdi0yKbFk+7cUi0VOHD9O0GwQtlqoyKNeLWOaJql0HhXF1CpVhBCLf1/2YjqWRqj2zKRpWkRaYaUcDFvyhje9jj/5yB9QWZjhqiteyltufjM3vekNOK6FaZp0dXWxYcMG4kSxd9/Bcy0fy47zITi63FnuAdlOcLnDD8tS+Z277n+k43d+RL+z8Mj953p4fE8Wpo6clt+ZGp+hJ5vp+J0z7Hf88/gCdul059GO7vzIurPjXA+P78nC1OHT1J1ZerLpju50dGfJGS2lz/UmnPdsvOubyzq+c7rB5eFcsRNcXoYsizuYXdfRG9aOkCQRlmWgtcDzPFy3LSBZ18ByUzQbHrVGu1NtLpdDKUUxm0FrTeC1WDk8xMmxCXQUMTY2Rm9vL0fmq8SxIpPJUWs0iFWCNCyk6SAMk+tfsZ3xk2PsP3AQJU16egdBBHT3phnccguXXLSKT/zRB3Bjk0zKph5MogxFrHLkBMTCR1qCrJPFsiyCKKBea9FqRpiZDMpvMTywjkBINm3fxNjYGG44h0xSJIbAyg1x04//Kn5SYN8Te/CCaQYGihzcPY2druPXPbZddgnVwGbl6EV487v5wqc/yhWvegOHH3+Ira96PX75ONHcAgOXX0s2bvHQbZ+mN5ujkVlJ0PQJQpM1oyvQrsXCiXHs4UvpkS3sfEBjPmF06xVMH7mb6Uf3kr3ocuzWAu98908iE4OUknQd3Uf423+EjEOqlourQoCn0hu0XjSk0LIU2cjCMzRuEpIYgkIrQ9OKqDo+Rd8kVuAoQWIIPAscpfHMhEJL41ucWjbwjBkuYbr4lsJqBcjBflKf/B3mjQH+8u/+ium776Blu9y/83H6Vq6kv5Rn9tgh6lkTo6ppTlQpSw9M+N9//Ad8/nP/SqveYHZ2Hq8VYtiSMGw3oOjp6WHtyDDj4+M4jsPE9BzZfIaJiSm0AsdJ4fs+PT09RFFAvV4nn8+TSrtATOg12LZtGyeOT1Brhvh+jNYRVsrk5PQsKbdIodBLtVZGE6KCOrlskVi1zZMEhNCEftQudO+EKByEEMRxQMZtjzXH0fT29pLP5xk7dhzfD0FLytUG2jAZGl7J9PgkYRJj2yaoEMs0aDabJIlCSBPLlAhDgMGppi/btm/l//3Z/0L55CybN13AsWPjfPQjH+fgwYNYrsXQ0CBCJhhOmonxkxw4MHZe3km4FDPrnYDimWU5nJ+ezQ9yfDvjYUk5L3VnKfzOnY/t58oNox2/c4b8Tua6687xKHku3onHTtvv7Dr4BL3ZfMfvnGG/8517HsH3w/NS0JdGdw5w5YaRju6cMd25/hyPkufinXj0B9Cdg/Rmcx3d6ejOKZbiOmtdKc2hcutML/ZFS/nyVy+7+E7Xf/zbaW//hnQfT7RmzuxO6QC8AJr8uY6tR1YOYts2URSdKnRvuRZxHOOaFs1mE611e7YQgVSKrmKW0XUbuflNN/HJv/g41YX5xSL+Ho26T5IomlIhA4Xp2PiRj0oSHGGgpEEA9BgGV2zbxDe+8xDYJYYvvo7Qn0JEY6TTWQyniwOPP0pfPsNMtYzWmoKVZ/3mIVw3xcmTJ8llspycnEZKSSqVwbLbnZe1hjAMcFIuGC4DwyP4QYPhgSzVmkcUKoLQwA8glSqwbtMWIg3pbIZsMccjDz1EfW6O6197I3fffz/FYpFc2mbPYw9TcEzQkr6hVQyt2cq+xx+kb2QDI8NrOXp8B7lWDakt5swsZibH9P5HuHTjEHv3HiWX78XNd7FidA35rl5ayiVJEqpTBwjmj5OyunF6cvz8z7wFI47xbEHqrnuZ+Zt/IEzHWDqD5dgYhgSr3YBBWi7CcsEykIaBm0lj2S6Ga2On01iOjWmaiFwe4gRpOZBJgW0ACmwbpAVSgmuDkIAG2wIpQIj2/x2LBEkDk5phoZTiwx/4TY6NP8GRgycwdYbhVb2Mrl7Bvj3HCJOYkycniRNNK4xxXIsbX3cdO3c+SDqdZe+e/QwMDFAp1xFSMTjUSxAErBgaYc+evYyuXcOJ8WMkoSDRimazjuM4FLpKTE2Mk81mAcWrr72anQ88SOCFXHzpZTy2dx9SGCjR7kBcKHZRKTeQpsns7Awp18aWAp3EtHwPyzIIw5BMJkMcx4sz94pUKkXst7BtBynb+ySXdoj8JsMD/awYXU291SIIQ46PjVNr+MQJ9AwMEgYKEUdML5wEFGnHJfYDVJygTdnOX1CABMM2yOYzGIYgSWL6+vp4681vpq9/iPt27OLrt90KIqbUlWXdmrXMzMwxOzePEILHHjl8XgZ6Oqlb5wc/yDmqE8xdvixBsP281J2O3zk//M7wT77ttI/pxG/9TsfvLFO/M1Or053PnhG/c+iJCVot/7w8yXR053zRnZ847WM68Vv/s6M7y1Z3GnTnMy963elcZ50fPHzNDacd31n70Q+f683t8Dz0pFPMtbwztrzzPsCcSjl6dHQIyzKwLItMJseJEyewLZdsNkfKMRka7Gfv7sdIEDT9GNd1KZby1KoNPL+JgWB4eJhGo0EY+kjLJAxDbnnr27jr9m9QWagipUvd1yzUakgVE3h1lKPIiBxJkqKnP4/oyVPs0qTiFlNTVVauvYiJ8SeImy0MCtTqC+11rdvEgd33Mjw8zNTEJKOjowjR3v6Z6TnK1Qr5bAGdaEzTIF9KsWLlICcmJinkBinPz+BHfvsugUIerxXg2i6GdChkC4Q6Q0/fCmQmS6GU5djRQ1iWw4YtlzIxNUfcnOWCi7fzxN6DNOaPguHg0qLsBQxtvAQmj1JMN4gygxyfSHCdJipoYESw6oILSXSKubkKa1f0UV2YoDQ4TE/PAIf2H+TQ/nt56Stuplme45abrqar1IPpuig0oR+QchV1wLAzWAqsdk13EqkQGGixGBSS7XGpWEzPE4DSuCpBkRBbJkIZGFqSCIUvYlIaDCHbjROQp2bOAIzEIiFBSIUhEh7f+RD/8o//wP/P3pvH21WV9//vtfZ49pnvnORmDgmQAAEBQXGoCg5tf9pq9dvJAetYp2rnqtU6txWKWLG26s+hfq3V1ulnqzgLCgICCQmEDIQkd8y998xnj2ut3x/nZiAERBHhynm/XnnlnLP32ffcu/f57M961nqe5/Qtm/nW1d9EZRHTkw02n7GO0dEhfnz9dqRlMzV9CIMkimIKhTyrVi/HsiyMMUxOTtOotxBCYlmSzVs2sXfvXqqVYeqtFtVqlVanQW1+AS/nI4TomROj0WlGvV5n+fLlnH3G6ezbt59Go0UnSulEISZTDA8NoUUObUAIi263y8BAmU5ngbDdIsj5hFFKHMe4i9d/2O6QpilYkkqlgom72LZNFEWMDg+jk4i87xGHLYzt0Wq1jqZjxXGKF+TQyuA4DkZIms06C/Umtu8T6V7tI8soPEuCcEi1wlgSL+eTZiGjw0OUCnm2nLWF7dt2cmhiBmFJtM4oV4qkaYJRhjRN6UYhE3fXlmSgp298+vR5aHmIV3AvSd3p+52+3+n7nYfW79wxMcfywdIv3O/sv2uGJM6WZKCnrzt93enrzkOtO/MsHyz2dec4+uOsPn0eWkbyDrOd9CE59oMJMNu/yA/y82KMQamUfNEnTVPiNEJaDrbtEIUZlVKRNIrJ+zlWrlrFbXfuIV8uYdk2QggK+RKrxsd59atfzZlnnsnU7BTVapHf/f3f5bee+WzOPecM/vxNb8SSGcXqEEnapJRmDHg+uyNN1whSYmbmazzl157NxgufwPXXfA0TbuNJz3gVX/n8Jzkwey1SxHS7Bk9mzEwcwrMDuu2QNWvWABBFXTodQ6vVIvBzWFZKuxtjxRYjQwPoKGOgUKDRnGd4YBnNZp1Mp0StkDSJGCgGGBXTXDhIvjKCFGXCZoLpdtgwMsxzn/NMvvXdb3HRaSsYGD+HK6/6OOee8yQO7fshcwuKpzz+fBYO7KS27TrKXsLMXI3TzyhzuLkPt7ISnS/QnJ7Es4fYf+AuKiWbu7Zdw2CQZ6YdY5PDL1cpFQJmJg5TKBf44FUf421veB2+DZGdUbIMOjaM5vJY3RRhJJmkV2fHaIzIgF7NLK01URSRxjFxHBNFEQu1GmHUod2YR7W6xFpQa0eUA49SIcfM9BxhGCKEoNbspd21Wi0c14XAZn5yBp2lxFlIp71AsVLEUhsJtGQh6zUomZ6eJo67DAwOMjk5hcYQRxEDA4OkaUKtVsMY1auzhcB3PdycQ7lcZm5ugTRVTExM0I0jgiDH3Ow8lm1wXZs4jmk0arTDiJzrYds24+Pj3HLLNhqNFkbYhGlGuVzGFhB3uyRofC9HqhVxHHLwYJNqNSDLMtrtNkGQx7EljpRkaczwQIVGq9mrVxYneK5LkiS4tk233cIRgo7KcG2bMMlwHA+tFK5tIV0LX2qkLYnDLkqlDDoOQ2PLqCcJ82GExuBow1ilQjvTNLshWgparRbFYp56vc78zAyHpqd6Hca9AIxEacXM4Xlcq2fCSuUCtv2IkJAlRb9sQp9HA/3r/OQ8XH7n9oWIEb/U9zt9v/Mr7XfumJjnovWrqSf5X7jfWcp69vDpTsyIX+zrTl93fsV1Z4GL1q96SMZZS1l3Hi4ev6zMtVONh/tj9OnzkPL4NaNcu3/m4f4YJ+URsYLZ9z2zcvUw5XKRKArJ5QLuuH0PA5URglwBzzYsHxlE6gwpJXcePMi5F1xIq91GxRnnn38+mzaeyvr167FsieVaDA6W+eKXv8iKymqGV1d43/vexRUfuIrnPPd36TTqPP8JF7LMgq9ddz0/PNAkw1CwDCtPu4hL3/FpkrjFrdd/grkJn/rBXdxx61dJAaUUrsrQKqVSKdNoNDhl41qSJCEMQyzLolAoLf5mGUZIpidnKOQCPMfF9R1Sqci7ZYIgQAMLtQZBsYDWGWhFu92kXBohVQYpbUoFH0dqip7LSHmAQj6PXQnYc6hFN6wRt1PmD88x12niaounXHwJYXueH1xzDcuXV1g3OkwQrKQlFYVCnn23386TLnkm3//hj3B1jC8MQ8vW0lGGarXKrTd9k0p5HWdfeD57br8NmaREjRmkyHjcE5/Ib730taQmwvWtox2pkZJUGjzduxEKIZBSIhGAPtpNUuBgKwstFSZssmdykm07dnPoth3ctf9OooWQLMvQuneMVGVkRgNQiSAWglgqRJrgmIxG2iDWKb6weNLTL+Hf/vVTnLX1VIK8x8xUkyhJODh5iCxToDRaK5avGGFkZIh9+/YThwlBroCR2aKJWcXtO3cRJjFSSpYtW8aBAwcYGhpYbBbRO89rN6xn3+59+F6veYXnCVwnoNuJsTyfQjFApwk6ScDzCbsxxWKVubk5HMdiaKBCq9WgEORBp7iORRKFuLYknwtYqNfIst7vbaxewwmjNDpLKOYDsijC932a3Ygw7DBYrZDEIZYA37UxSmMhcB3JUGWQdphwd61ORwiwJLrTxrcsOpkhyTKk65FpheM4BJ4g8H3aWYzn+SSL5yNNU6TsmT8hDCZTGGOYm2kvyZWE/Zn1Pn2WNEtSd/p+p+93+n5nafqd2lyHNFVLMtrT152+7vR1p687v2z646w+fZYuvxIrmLNU99JVpKTd7TA6Okq3HWEVi/iuhWPZlEoFFmp1qqUyKkmZnZnCkh43/uQnrF+3gXw+Ty7wsT2bIMhxwQUX8JIXvppLnv4kXvj7L6ZUqLJl89lcf8OPuXbnHhoTh2iGKdIWKBNTUxDe8X0+9PYX8azfeTE/+OqnmZnMqHiC1WMVRK7E/oN70N0Eo10azRBtJBOTs9i2JB8E1OcXUImhXq9TGRxD2hkj42McnpoklxtkZmaeXLWMUTXm67M4VoFiaYjRkTW0OhG5YpFxz2Ph8BRWnDA4MIBKu1SrPnMzB1i9egBMg//58i0sW38W+yZvZ7A8RiFIaSjFiPSZmt7HmWc/jZUNw3AF7LSDGwgOT4bIoMTKEcn13/0fBgfWYpGhs8PM1w5glE9BWiwrLqO5MMuB7T/iwN2HOG3L2YQLM5yz5TH8wQv/mOLMPJ2vf4ustYCV83BwcSyXyJO4rouQEuk5CMeGnAeuDbYFlgXGheIg2jFI1eFsy3D2GafBqZtAaPALkGZEM7PsvmM3u3fdyZ133kmr1aJp26iCS9eVUBjm8is/xGeu+gif+PCVeKtH2LVrF8KA6zgopahWq2y77TaiKAIEtpD4vs/w8DCO49JqtRgbW0691sTzDCtXrmXi0DTScQhsC9/3CcMOtm3T6YRI2yJNUyxLMjU5Q5pkxFGDQqFEknYxOsb1bJTQzMzMUC0VMUohdAoio17vmR5hVO9aR9Jud8n5IIzAd22kAM938VwHrWNSZTAaDKCVQRlohb1Z9lackBqQbo4wVSgFjgVxaigU8ugsI9Yp82GbKNOEOsHkXIwAp5InCrtIHCQGxxIMj4z0VkSkCflikW69Z7wk0I26KCVwHZssyxDaLK5eVg+fcPTp06fPEqPvd/p+p+93lqrfWbr0daevO33d6etOnz59+vwyeEQo15FOklGU4PoOru1QGgoIchFJ2CGoDJPplGZXkyFIDezctZPBwSqZskhVxqf/4zNc8syno3SKUgptBPv23U29WeOpT3wKZ561Bc92KOU9km6HZs5nZvGGkrkOFQc6zQ5FmUd0InZ++4usqxY4Y8Mqvn/t96h3CwwXK6xcMcbMoXlyy8aYn5kBaYHt4ng27U6I6wfUmy3KpQp+rsRCs05bhQSlQWw/R5LNY8UCxwe/FNCo1RkMBonTJt04wSuXsIIS+cGYweExDtx1gHXjq2jPT+C5Ob79vRsYHx/nlK2rGNmwhWDlKIEHjsnjzRxgatc12K0m1/zvFygPFHnSU17AZ/7tozz3kg1gO+yrx6wafTKBN0O9cZDBwGLTxicw04zIdMJCbYLlp2+lUqszv3cbq6p5avt3E/geL/2LN9DSMfXLLmfFTB3pahLfwVUOaEFgaTj+Zrg4i4ttgTEgHZpljwOPPZt1522l3u4cpwAAIABJREFU/oH/YNl8jUTa2BoSmZJIhcg0UhvWKM0p0uHXhwfRg1UO+y4lx2NqYpKBs88jr9u8+E9fy1f/7/+lWWvRsF0sy0IphRSQy+WwLIsgCGg0muA4WBjaYZeotkChUGJ2Zg5jYNmyYbTOKBaLdKKITiekUikRx3Gva3WcYBKDlLI325xGaKOwbYc4jkmUQrgaUMRJiG336puFcUQSdgEJRmIJge+7SKkRZDiuR9jt4NoWji0Ju10s20E4DiY1ZCpGGhZnswVag+tKWmGE53l0w5jBoSpRN0TaDonqDR5qzS7FYhGFoJVmJEZh+TZplmF5FtJ3kbYhbSrSJMWTDkIllEtFKuUVzM7PkWWaOI7JF3xsKVGJwkiFZ3skSReMQvZTt/r8kniw2TbHpxn+vMfqpyr2ebD0/c7S8julU8aBF/3c53v7l7541O+seO8772OvDcDj7vMY0x/4YN/vPAL8DktY/vu6s9R0Z+WDOt/bv/Tfx+nOu36uY0x/4Mq+7vR1p8+jiAOveuNJ4zs8wPhO+d1/d3QX/bJX32d8xyiNI53F75u+R3zn9C989mH4zfv8onlEBJihV5g/jlKElDi2TatRx3dd/HIAFjRaTRzHod1NsH0Xz/FROiM1gjBNsIThG9/+Bvv27GX79u3cuWc3tVqDvOPx6Y99ktPO2MRcewHLdPh/nvxYLMej3l1Dt91i/91TdGo1nGKRbrfJ3t03MnW3w2O2ns2egyHrz30WLhH7dtxCxbWIQ5s438XPlyiVC0Rxi0QnRFmGTjOMgjBJqU/vZ2TlJtadcjq333YztVYDx7NxPJf1p55Pp7lAmt3NwYlDjI6mOH6ZwZEBhkfHycwGjOVw3tpz2Hfj/3LelnXozgKb163kyRc/k11772DnYcOZ513ELdd/n7UbtjDVXGD91vPxjcvdu3fhS58rLv8A60er/GTbbZx+5mZygc1kbRpLxIxVykztvwMyRTsRFH2Hszes5sbdOxhfexrtJMHkYFl5jHYnwvUE0W27WN5ukfox0ndJjMHYYIkMITRC6KPnVAuwpYsxqpe8pRU5LVBxAq5LN2wjdIxHCkoidUS55x1AG9AanMXUMAGrFmLw21QsBTdu43AhT/4Fz4ayzZMfcxETd0+Qy+UQQpAlCcpSeJ7HfH2h11lZCCzLol5r8pSnPpnP/cfncV2fKIoJ8j4Lc/OEUa+BRi6XY2FhgXa7zdDQSC/1S0K1WiYMO3S73cVUwwTXcYm7Sc+8pwlCCHKe3zNGjosUkiztdSoWxhBFbaIQwGA7BiN9UgM6yTCWRa3VxnJcbD9H3I3IOb2UQSEEmUpwjY3l2CAFtmf1aqc5Ts9baYtGp0vg+8wu1Ci5HsoGbWkceisftBCoxbQwy3UYLgzTaixQzI8ggLnaAtMzh8m0wZKadrOF1gbP8XopdQDGYFlgW/LEr3KfPo9oHkygul9XuM8vgr7fWTp+By54UOf6iN+57+DyT2fsda9htvDxvt95mP3OUtf+vu4sJd15cBzTnZ8vuAww9rrXMtsfZ/V1p8+jhuEHGd85wu7Xvx7Rbv9c8R3zwpchPvmvv/Tfvc8vlkdEdMgYg2PZaNWbtcuSFCEcUiXohCmdbgKWTaI0wpKk2oCwsB2ffGDhuZp2p8aHP3QFu3bcxmC+yAVnn83WzRvpdrsElQJ77tpH1IqIuoJ6aJhtdGm2Qu7aP0292eDZv/d8Ot0arp/DdwRKh/zwlju4+JJLeeWr/4HQ3sRpF/w60+2M8U2jPO8Zv41RCZvPfSqlVadSW2ihmwaRBQjXpqNCHFcyP32ItJvwmIt+HTm6hbY3AlmDfTuvZ9+On9CaPUyxsoyBNWew8szHUV6xkcNKUp/ew+5br+Xm73+ZZWWL2YN3sXz5cl78spfiFouQGtatXc3C3DxeLsAWc5RtSVEWaM0e5pQ141RGVvMbz/k9MjejZjSzBw6janPYs3dhZu9mYeIQfnGIWquNiBpM7NnBnp3b2VT2iPbdxLKqy0hpkFQ1CQZKdDqKdM8efNXAi8CJLITKSGyLveNlItdDJhnSgMx8LKEhbTKxdi1zw2Wk02besqhcdx3Tf/035PwS0+UxEDGkHTwlqbsBSAesHHHOIvZLgIIUsFwiJ08jCMiw4SfbCHA4a3w9X//OTWy7dQelco5uGKOFw/ThKRrtJkGQR2uNZzvUWxFGKb75P1djuUXiRLFsIMfI0DBnnXkGYdSh3qyBEHSjmGq1iudYpEZhWRatVgfPCSj6RcJugtEQpQk5zydKExKtEdIiTTKUUrBYQysOOxgVAxmOa6MMeF5ApxMRhTEGi3aSoQz4votRGd1um1wuh+25YFkoQNgeRlggeybGcZxeZ2MtiCOFwcbxfKIkIZ/zkZYCNEZbCGx0pnCRWFmGk2bYliZNYwqFIp0wYmpqlkOHDi2uTkjI5/Ocf94TGR0aR+sIbWps3DDGyEAVx7bxbOdh1Y4+j27uz3gLIY5uF0L0Oqz/AgLEj4S+BX2WLn2/s7T8zsm4461/cZ/n9+DfX870W/8WgKm/eTNbn/988kPLOfQXb31Q183IpS/p+52H2e/IJbyUsK87vwq68+f3eX4P/v1lTL+1pzFTf/M3bH3+C8gPreDQX7zlQV03I5de2tedvu70eZRwsviO87F/uc/4jrzqSuyrrkA6bdz3vpf9b/wT9r78xZxyxRUPKr4z+5o3PNx/ij4PkkfECma5KOJKKeI4plyuMD8/z/DwMPV6HWMUpVKJ+fl5QCKlRbPZxBQCHNelnbSxLBvPz1Gr1XAslzjpdcgdGh7m+ht+zNzcLLbtkmWaJFNorVEqw3U9lMr42Mc/hRCCbrtDPp/H9wLqjVk+9cE3seH7mxhftRajBc97wQu5845bufp73+GJFz+RW7bfwumbNzB1u4+xJLbjobTCRmEiDU7CD6/7H4R00AqqxQKZcdl4xuPYeeNNhJ150m7M9ut/zIrxOmufvoHRFSuJVp7O1qEqU4f2c+cP/ovfeNy5POPiJ9HodGjPzdBst9hx4Bbs4hBj4yvpxAnDYytoLUxxeH4/W5/8Cr5/7TVsfeyTKAR/wI4f/DuT04dRaZ1KdYCZu2fwvBxFbOJuC7eY47TTNzBQKTM/1yQ/UKVkSoSpYqhaQfoVHCEhVSzYBUqeTWplOEbgPv/ZrLnosYQf/ihm+3YQhtRSCCNxRMD4H7+C8OvfQlxdY+wtb6Tzma/CHXeQf9sb0V/7FnxlklY+oHj6qVQu/X3qf/YWKp2UdGSUwlv/kvYn/5P89T9GxB38v30zfhrT/od/xlERmIxu3qcYOLS7FlprCoUCjUaDVquFyRSJ6jVVuOSSi/nq1d/EsgRxpkFooqjLaaddQJArMDU9Q6cdUq1WCcMQKXvpV+Pj4ziFAJMpZmZmeoYGg7vYddi2bVr1BpZlHZ3BRxjStNcsBRwKhcLi9ZeQJhlewSdOkt5KEilpt9too/CcAKUMlmVhGUmnG+K5vZQ0IWWvoYfszQtlWe/4SimyTPdm3rVCSBCWRFiSLFW4uYAw7RkxrTWpSNFSY1suWZotfgdtMq2wHIkrevXDskwRBAG7du0iDkMK+SL//KGPsv2W7Xz3O9eybcc2Wp3uw6YbfR7dnBg8fiD7H9nvxMdwz8Dxia+dbJ8+fX4e+n5nafmdEzFXf4v4ordQq15B9U9ef6/tR/wOwNhb3kh7/ScpXPpCVrztjajzv4D13Of2jvOBK+DS30cUho4dO6zR/uR/UnzFy3vPD+6BNEas27y4Q9/vPJx+R+ljK7iWGn3dWeq6803iix5Lrbqc6p/cO/hyb93ZSOHSFy3qzllYz31e7zgf+KdF3Rk+duxwYVF3XtF7fnD3ou5sWdyhrzt93enzaODE+I73r1cCULjqg+hLX3qv+M4RRNp7vOayy2n/+V8BsOyyd2Fe/BJa+YDShz8MQO1Vrzwa3ym+5+8B0Je+FBF3yP3bJwBovepVvfhOnyXNT13BLITwhRA/FkLcKoTYIYR4++Lra4UQ1wshdgsh/kMI4S6+7i0+37O4fc0D+BmEYYTWGoyk24lQmSGOUtJE4bk2OkspFwOMTvE9hyzLyFLN3NwCYTdl4tAMtYUWE9Mz3HTzT1i/YQP79u9nZuEwSvQ6xHaTlFQLDDa5oIDBIjOSKFUkaYZWvc8yMlDGcyRBMcALUtavKHDaaJ4nn7OcrWsDTh/P87oXP4OBUoqu7+N3Lnk8owMeUnYZHyty3hnr+bXHP4bLLn8P1bLNmmVFTl1RIZc2sdMuwrKYmbmLSsXmXz/8PjauLvGMJ57OcK6BOrwdv7UPMXUL07d8k5u/8TnOXL+SgWKeO+64g5mZwzzmMeex/pRT2HrueZxz3oVkwiIVEq86hF0cIPOLSLfCyrXrue6Ga9i1cwep6dWpcvwyt+zdy7K1a7E9m7CzwOaNazjrjNMpVQa4a2KKm3fdye79B7lp223c8JOb+eH1P6a2UEciSDshhcjBCE1OGeZWj5FceA6pLGC0jTE5FB5uZnAQIHspRmbtcqgOU/OKBJs245cHaPolZg8dAumiZQ4ecz6TTpHULaDdjKDZhZkuhec9nyjnMLd1nMNjy5n/35soRAk6cEFLwvk2vk5QSlGpVIiiiEKhwNDQEOVyGZMppJRcc+33MSqhPFCl3W4Thh08z6PebBOGMbOzc2itabV6qVnOYhOLPXv2UMj5WJZgcHCQRqNGqjLiJCLLMpIwIpfLH72ete41UvEcl2K+QKlSwfUDMg3GCCzLASTNZps0VUfrfmF6QS9lNPVmiziOe7XOjMLAUcPTM15yMZ3LgBQ4roUQAnfRJLmuS6oVruuDsABBkmS9jsnGwrY80BKTKUymaLbbxGlKkmWcdtomjNKkacb09DRh2MUYw6WXXsq+fQdIEkWlMkCagZDuz646D4Bfhu70Wbr8LKuQj9/351m93E9PfPTQ9zt9v3Oi3zmeiTf/9T38zklZ9Dvmr99x1O9k7/rHY37nCIt+5x4s+h2Aw//w5qN+5yh9v/Ow+h0eontBX3f6unP/uvNXP4Pu/N1xuvMPP4fu/E1fd+jrTn+c9ejk+PiO96mP32PbSeM7i4irrjx2jL9/z7E3HYnvLHKP+M4iUc5B/PsnjvsMi/GdPkuaB1IiIwaeYow5C9gKPEMIcQHwPuByY8wpQA146eL+LwVqxpgNwOWL+/1ULMvCsmzCMCQMQyzLYnZ2FhD4rgNakfc9PEvSbbQQ2nD33XfTrLc4cPcEgwMjZAqUhmf95m9wxtazcDyXD//LB7ngcY/lzK1nMDg8hOt7ZFohbQdpWxgtFv8MEm0yDCnFagFExoqxZQxVR4iSHGmU4/Fbt/CELct5+xtfzvN/8xJGKmV8x+I/vvR5BleuQhnJ5N0TGNtjzZlnceuen1Ct+Jy+bjW+IxkYrSJ8qA76VNI6W1YM8oNvfIXhkSqp6lIpW9y15zpu+sHn2H3T1dzy3S8zEmTU5yaoVsu0ul1GRkY4cOAAzXabdWs34Pg+p55+Jms3bsbyC4yu2sDjnvEbfP7T/4KdKNaNDjJQcjCVDXiVIlg+p572BKLEo96KsB2Xmfk5fnj9LfzwR7dx+x2zDAwNMzs3TxRljI2OUyyVyefz6DRDpRm2SWk7LZq+w/I3vJ6o28XPumQiJXYVtjZARuxmpDKD+TbO0GrYdBYSBzG+nHTDOKVU4B2YAKlx4wxOX0deGirLViEzIG2x8PX/D1XymRwfo/iiP2K4DrkbbgEJUSZA+DjSMN2qMzo6unhR986p73pAz8zm/RxJllEuBYyMjGCEQBrwPRcpJbvu3M3UzCyO71MqlZDSJoqiXi0toNvtkiQJtVqNYrnUq/O1aD7iOEZlCZVyGYyhUi7jux6Dg4NYlkUcp2SZ7jVZQSJtlzhLsW27l7Zo27iuj5SSLNPkcnkEFlJaOE7vd4jjmCjqDQ6MMWRZz6hnWYYtezXPbKd3DUdRRKvVIk0UuaAACJQG1/UJggLdKKbbSYgjRRorup2YOE7phBG5fIHbb99FkiR4nocQgjRNabUbfPrTn+Hz//kFgkKFZzzjWb2/tXzIquz8UnSnz6OTk61EPlkg+fjX+quXHxX0/U7f79zD7xzPiX7npNyP31n2+uNWPC/6neS9xwZmR/zOnve8/ajfGXr1C4+9p+93Hla/8xBONfZ1p687D6HuHLfi+ajufODoS8d0523H6c5xjU37utPXnR79cdavOMfHd07kpPGd+2HhTX92LL6zyMgV/3g0vnOE4J8/fPRx5yV/ciy+02dJ81NLZJjeqLq9+NRZ/GeApwC/t/j6J4C3AVcBz158DPB54INCCGHuZ3QuEHQ6nV4BfQSlUpmFhQVA4DgO5XwRoRJKpQJSK/ZPzqHTjJzj04lijBE02wlZljA2XGXjxo2csmkj4+Or+MpXvojKYpavGGP79h1gLIQwBIFP2G1y9tat3HTTTYyvGGd4ZIDJyUO4viRfLVCwLObn5/jRTdcws6LOn/3JiyFsIpWP5xuuu/Y6lFI873dewNve9XbyhQqm02VmvsZLXvYafNXhlX/4Esr5PM/5necysmqQeqODYwxRs83Yxi1ceNETWLPldHLVEu1ajdWjY0xMHOQ7N+7l1FNPRQhB0TM0pg9SrlSYmppg/fr1dNdvZFYZmo02A8MV/ByMr1xDbWEeWXPZ8phzaczciZOVGF29lerQCnbu/CH7dt/COWetYmCwSNzpUGvPM1ubp1geZHzdehbmm8xP72Z8fByRZkRKkSYxru8hpcQoRSRi8toj+c3fQDllJj54FRve+GKUZeG6bTrGI+e6WFpiSQOtCfTaTbD1FBRA2YdTN6FlTCHughFQcjhUKcDO3QTnnQq7tyGUwty0E+sFGSMvfgmd6kqyT/47Tq5DN4Z8JkBL6mmHKO3NVBeLRZIsJEkapGm62N04RxRFWK5N3s9RW2gQRilSCMr5gHq9gbQdPDfXM6+T0ziOhTEaYdk40qI2X2dkZARr2KPRaJCliiDopWNprUninmEfGhqkUChgjGZubo4gCIDeTHcYdhBCHDUVcZaSX+zKWq/XsVwHKTVTM4d79b4MpGmK0tk9jJK0bMJuB99x8T2PNE0RppfulaUJnuMSZookyVhoNtHSQiPohB18L8CSDpnWJFmCxO6ZKERvRYuGJIrBGFzfwbIscjmHDaeczl133cXMLTPs2bOfcmkAgX7IVnf+MnSnz9Lkl7GiuN/M79FJ3+/0/c6JfucIrc9/BeVcfA+/c1Lux++Af3S3e/idRQZf8XLMC9r38DvwB8eO3fc7D6vfeajo605fd+5bd758r3HWSblf3TnGyXXnFZgX/N4JunMcfd3p605/nPWo4Eh8x/vER+617aTxnfvh+PjOPbAchFLMvfz1DH3kintsso+P7/RZ0jyg5YdCCEsIcQswC1wN7AXqxpgj0xKHgBWLj1cABwEWtzeAwfs7vtIKy+rVYXJdl8OHD+P7PkEQYNs2KsmQRmKSDM92kAiGBoZJ4pQsy3Bdn4WFOrlckdGx5VxwwQXs33cX73nPe3jD61/LKRvXc+ONN/ZuXJZFtVrG92yE0Nxy800MDVYRaDzP4+nPeCpzjRrScZkLUzpJSrnoMjF9F09/9m/xjn/4Z+7Yt5dvX/1V/uJPX8epK0cY9wTFtEvBzQj8lDVDAcmhu0lm6sxNzLF9xw6e+9vPo2R5PO3Cx1MuFqguH+aULafQaMzQmLmb1tTd1A8d4Lvf+AYrlo1z/qZljORSdOMgw4HNutXLWbthPWdsPYugWMIYw86dOxkdHSWNE0qlCo1Wh2KpzObNFzK8/GxkZYCWjvjaVz7Lvm1fZ83QCKdtPJvvf/uLTE7uplKpIN0ipZFxvCBPvTXLhRdtYdnwKGErJOf5CCEol8vYrgNojFIYWzBbHsC/+Mlk136PkbiBLQpYkUZ1xsi//5+QV1yO/Y+XI172Ktg1S8dzYNUofqoh8HBWb0TOzuPEhtD2yJ25GcsEzH7rmzinbqCVcxDKMBi3CW/8EWJ0FQNRl+iGH+DGEMgixrRAKHLSYVCUEJZEGc2hQ4d6s8udNkopcrlcbzZa9ToM53I5lDKYLGPdqhUEnsfg4DCtbockSY5c81iWxfTUDGEYYVkOQVAginrNIrrdLq1Wi2azSbvdJstims0aQhjSNF7sYm1juz2jbRabV2itUWlK2GlhIY7WHxNCoLUmy3oz42maEsVxb9ZeKY7oeJQmvbp4AhSGTBuUMr39o4gs1SgNnh+gjUAZgTIQpglKSMIkJjMahEQKiyRJezcABFpDHCYUi2VK5TK5oICXc0Ea9u3fi21Lzr/gsawYX0UYh0RRlzSN7/N7/WB5qHWnz68WYrGp35F/D/Q9D4RHsn9+JH+2pUjf7/T9zvF+5wgn8zsAptXBxAmmE2Nu3na/fucI5uMfu4ffOZ7j/U7hpX9wj22PJL8zNbfwqPM7D6XW9nWnrzs/m+60MXGM6USYm299gLrz0QeoO394wsX5SNKdR984aynrTp+lxZH4zslQnTEKH/k3rA9/COeqq5Af+vBJ9zvCkfhOcPll93j9+PjO8cy98uX3jO88gsj3K3b8zDygJn/GGAVsFUJUgP8GTjvZbov/n2zEfi91FEK8HHg5gG1bWLbAdXyiKCZNU1zXpdPp1WiqNTqsHh8lS7v4vk+mFZMHD5BoQZwkSMsjlyuBESxfvhyAuZlZNm8+g3a3y5279zE8uoy7D0zSiRPGKmUqA2W6UQvX9Wk2OjRbHZrtFk968uMZqY6w/badDFcCNq5cy+T0PsZHx7CtjNt23sCnv9jm1NPP5P/9yH9xqG248uOfwQuGKOYLHG7MMBsqPvGZL7GsapMv5HoNEfJFirkKuXyFRpxwxsZN3PCTHWw9fQuTh2rUdx5k0/oNLBsps/3mO5A5Dx1lDA0McnhqioFKAd+p0m40aTabTM8cZvOZT6CrJY7nMjU1wejYMJ5tc9fEboqDDis2/S4yTFk3to0bb/gfvIV5BscGWbNxnChtIiPD8ECRhbl5gnKBUinPbdtupjwyQKfZJoy71FsNWs2EQiGPNKDCkG6+wPhb/5xmvUlpYorOWWfSlha55UOY3dfRftNfYxuBFB46ELB+nHzyFEzgsvebX+OMiy8mztmoa26liKLpOuSe9ZvYUZctGzeSjqwlc1wQXVIrJv2vz1G68Anw758jyDSZlFg6RTguSMVU4zCZk2JLQbvbYWz5MgYHB+l2u+zbu5+gWCDOUpRSDFTKLDQWCPIea5cPs3rFIN0w4Efb9pDP52l3FtO1tEYIcByPJDW0GjOEYYehoSFaliHnuERRhONCoVCgUi1gWRZzhxfQbU2pVMGyLKIoIolSLMshXky96pWVMNi2RaZiHMvGsgQKSFSGH+SIkhjbcuh0OriOxHZcMNCNo54p0z0TlWRglMYWva+ykYJ6p4VSvZ+TGEWmFZpe+lfO83CFSxh3sSwbISWubeO4vaYZwhZ04w6W62AS8HMOWZbg+DZZptmzdy/z8/PkcnncQgHP82Cm80Bk5GfmodadPkuP+wsIn2jCH+wK5KWyinkpfMalRN/v9P3O8X4HwMxO0azre/kdAFHMH3emzyS88vv36XeOjtNP8DvHEzztYkwngn//HPCSe15IjyC/s87ayNzh1qPK78h28yRf918Mfd3p6869dWfypOMsAFEs3ONch1deeT+6s8j96s4lmE64qDsn8IjSnUffOGsp606fpUU3X2DlB//ppNuMPEjr5a+7R3wn90/3VyWlF985kePjO41X/xHlD/0bwL3jO48gOsnD/QmWHg8owHwEY0xdCPFd4AKgIoSwF2exxoHJxd0OASuBQ0IIGygDCyc51keAjwC4rm2AxdpHBsdxjpoe3/c4cHCCnGcxNlwh1RlagBGCTGfYjkWm9eIMap7lYyvYsWMHY2NjfPVLX+bpv/lMBoZG2L5zD9WhIS79o1fw31/4T4RtMTQ0hHBdGq2IzWeczl1793Djj29i5223Uy0OYPIB3tA4gWlSGPA5Z+0GpnYfZFBKTl2zhh9cs51nP+e3WahNUq1U2Hza6eyf2c/w8DCHJxrMdhS/fsG5WDoiVDGHuzOIwxXOOvvJeH6bUGfcfvAgycQkWlpsO7AfqVIWajNU3CoqTXjh770AqVJatTorli8n5/sEuRwLiWRaKRQaz3NYvnx5r3aXUiwf3ES2LOb2G7/H/OQ8cbfJmnVnc2hmnqjeYO2Gzbi25M5dO6gUCgSeZH5imrHNZ3H33CSDw71gaX12lmKxiO/2ghgSjVCaw6tXUHGqmJLF/j/6LQZVERlm5J/7dPR3v4OVgHa6CELsDjSnfErYhE5Ad+cd8NSnERjFgb13UcwyHNdgAodhAe1LnkaagBwtEbVj/LjM4cGIkuiCELhWDiuqo2xDlAWUhc2o5TPRPcSadWup1WpYlsXCwgIjY2O0uh2iNOl1/s0yjFaEYYhSKWtWjTM2OsjM7CxJklBvNshSg+N4PYOdJUfrcC1bNsrjnnAR3/ve90jTmKGhIUZHh4miCKUU8/NzPWORC7Asi1a3czR1zHN9wjDEtm3StFc/TQiBJQWFQmExPcuQZQrXddBZSpqmaGWwrF5DCW16AS/f93v7K0VkDLZrY1s2cdJ7TQlIjnQ91j2zY/sehXxAVlc4nsfw0BDFcpntO24DbfAtl2IxT6FQIExC2rNNcn6AUZAkCdr0lNV1Ajphh0K5RJZleJ5/dCXCQ8lDpTtCiP7SzyXEzxpI/XkCxEKI/orgPkDf7/T9Ts/v7HjnO0mdPz2p3+EPTzzTkHvta0hfzkn9ztHr4QS/U3/vW6n85d8dO8ii37kXfb/zsPodYxo/i4T8XPR1p687Pd15B+l9jLNOrjuvJX35a35G3XkLlb98x7GD9HWnrzv9cdaEJ0ziAAAgAElEQVSjmpF/ve9VyY7J3yu+M//Xf8vgu99+8jcsxndOZODyKwhf9sqj8Z0jnBjf6bO0+akBZiHEMJAuik8OeBq9wu7fAZ4HfBZ4EfClxbd8efH5jxa3f/un1ecxBtJEkSTp0QF+kiQUCgVyrkcra7J/cpp8uQJIqgNDdJMZhgYGWLdhA37gopFEoWLPvr2c85gz+OxnP8PNt+xAYJPFmrXrVpMvl7j9zu2cctoaHGHwHAulfeYn55iaOog2Fr/2hAuxVYczzn0cthJcc+v1DOQDnnXxs6gMlHn8U5/KwoFD+KSsXr+G0zasZGHW4f/86RsoFApMzRym2erQjWJWVQvsvXMHthCUHJ/PffxThDjccNs+tqwbI4oTVoyv4Tvf+wFr165D6YRS4FEu5fnWtbcwVMhjTIRnG6qDVeI0hsV0n1a7ixwpYHUTHBy0iKm3OpQrJYTukjRCipUV+HYAYZ2f/Oh7LBsdQdoBC3N1Vq5cQ6m6mrAzS31qgnVrN7Fr721UR0rsuvkWlm1YhesX0e15bMulFCwjcx0I64wemCd845voWpKK1syNj7Hqr/6Kg++/ilEMru5ALEEqlCuxa11s2thRnsG5OiR1EAOYyVmQhsr4BrTtsP+dlzE6PUvpn9+OdeZFcNunwdK4qd9LLwqnSNB4VhGLFFdKIGRqISHMIuZmZ/B9nwMH9rNx40YC30drTRhGFAtl/CyiWAlo7Z1iuDqA0C0OHjyI0j6W5VAqFInjhHKpSpIkNJII27axbUmtPsfFFz+F73znW5x15hYmp2aYmZ6m0w7J5XJobWO0odvJEJYEeumI1WqVbjNGKUM+cEnTGDfno5QizRKMSjEqRVqCLEpwF2e4c7kctuUQpQnSkr2ux1lGlmZYltWr02YMOUcCgpCe6dHaHE0DkxKk7+DlXEbHBnE9yatf/Wouf/9lhEnI6lXjTM7NEnUT4jilWnVIdUyhVCIKE2wJOuuliAVBcLR7cpZlZFlG3O11X34o+GXoTp+lxS96hfKJDfz6K4H79P1O3++c6Hc2v+/98OYjZ6/Mvre+46jfgbec9Bzfp98B1OVXou1L2f/Oy9jwrreQRQs9v3OPi6Tnd+5N3+88nH7nobIUfd3p6869decyePMxfdn31r87TndOzv3rzgeOjrM2vOutZNF8X3f6utMfZ/W5B3O/+yIcP0/HkuS0pvqxDx3dlt1HfOc+kYbB9x9rJtp66WsofvSDAPhh51h8Z5F7x3f6LGUeyArmZcAnhBAWvZrNnzPGfFUIsRP4rBDincDNwEcX9/8o8CkhxB56M1v/56f9ACkEcZyAFGQqw/cCjM6O3gDygUeWROy/ay+nbNzIypWr0dKhXm+w7dbbWKgdxnEcSsUqp27axDvf9hYK5QLzczO8891/j3AEwrERtkUQFCjkfFQcYTuCzPTqMhUKBVQWIqXk1570RObbMbds20V9vo0tXM48/TFsPutMJicOsnXj2dx2+zae87QLyNKUZatGuOOm66mUB2i1Ohgj8DyPjmeQwkMIiTAW85MLaMuwvmLwtEBrRbc+y5plVQbykm5HUfE97Mywec0YOcdm6u67iSR0M83tN96AZ1ucu/UsAtum1qrhuQXiVCE9SaFUZnpmmpzv43kehXyZ0sAwt//kR4yOjDM6OsjM4WkyEvYdupNyuYqyqpyz6RQO7t1Dp1tDz3bI5wLSdpu79k0yWPDwc2WsogtZSjkUDCaSTDawLEk+y5FkBksq/E6KldmgbIyUGBQq06QSUIpWt87KRMKCgSHNUGOeyHXxL3oSsSUYnjpAIVVwuAtnraf5ZYtSnJDaHtoIZBKAspEqAtsQ2xoje57ICfI4jkWapmzYsAHP82i1WosmoTfDjOh1Bq6UCvgerF69msALmJnv0u326lzl8/leZ+C0Z8LjOARhs2rlOJ/73BfIBSV27NxDt9tFSkmxWCaOY9I0Qy/eZwv5fK+jcZoShSlGGjzPIc0ygiAg1RmO45ColG4UIQEtJKVSr+ab7dh0u13a7TaJyqiWS1TLZRr1JgkJadprRJGhSVMFGJTprRyQUi6mhoHnuRQKAWEYMjExQS6X493vfjeO49ANQ9qdDlJKcrkcYRwzOz9HqZI/uio5ibNFo5PS7fRS9nq1zEBrDfS6MT9EPOS602fpcH8e9oH42+MDyCfu3/fHfY6j73f6fueo3zn3fe+/1/nLL/qdVW8+eXAZOOp3TnnvOzGvmoIhzZr39Vb5yEW/s+Fdvfdbi37neI76nRPo+52H1+88hLeKvu70dec43bnsXufvmO689b5P8lHdeRfmVX+8qDu9zIhjutN7f193+rpDf5zV5zh2v+5NDE4s3CO+c4TZv3oL1uTMyeM7i0RvfAv+Zb2MiPYr/5hIHKsl37j0jygkx8ppNgvH4jtHOSG+02dp81MDzMaYbcDZJ3l9H3D+SV6PgN/5WT6EAaTdWwnp2B5ZlpEPeun3QRAwUPYJPJ/Z2VkajQY3X3cjjh+QpaAQjC1bRdhuMFiusHxkCM9O2HL2GXTCiJnZBcIwxPFcyuUK8/M1au0uSqU4tkRJxfpV63F9l1JpgBuu/xEb164kxePXLnkCV199NYOFEt12Cy001dFhwnqdJIsRode7gaEQUqJsQ2EgwBiFZ0uMSrAsgTbgei5uISDNYmzjYuIYK83ozB0mZyk6tRkqxQrzk4eQRmJJkELjOhYZBtt1+MbVV7NmxQhZ2CR2VqArilZUByePJQUoBWmXpL5AKASlgUGa7RrSt8mXSxy8ax+21lS9HK7nUW80WDa8hnxlANzDSLvC+Mgaaof3YzLF4MgQThYSdUNyRQ+jNBmSyEowpOQyB1SErM1y8IMfoXy4jhYJ1qJpFVrgoqkmHfja1VjNFK/WJrzmWpyBIvmOYsHO8JszeF/bjxcpsDR8/Vo4bwM6E5BZFJSNnJiHToidKRAadIKliwglCYWm4noMDw8zPT1NEAR0Oh2EsLBtmzhOSLJeGqDv+zTrdYKxCkZr0sSwe/defN8lSbJecwilev+bDGkZcoFDLpfnuh/9mDQzi7PkJUATxlGvm7EypFmGZTkoY2FMRhAU6HYSbAewJK7jkmYJWvcMmOPlkFrRbrdRWuDmDKCxpUAphRCi9/mjhJZoI6XEcZxeo4m0991IohCVaWzPxbLM/8/emwdJkt33fZ/3Xh6VdVf1Pfe99zFYECQumuCSFKkDpEzwpmhZvGzDlm2RpkzalkybokKmHDxkhWyHLMsQxSApyWbIoiwRMIklrsUCCyyw1+zO1dMz3dNXHV1Veed7z39kTQM0LgLgHkPkJ6IjpqumqrIqs7/1zffL3+9LrsvKu1IKIQSzqDTzeWHQYYxUCm0MRhpynSOMIMuLcpHNgWg/Kk1VWtBotQjDECmdMgBDysN2NK31YTLyK8GroTsVdzev1lXH1QL01w6V36n8zmf7nc/Hyi/+DTYW/h7wn3zhnTz3O/ADh34H/kx539zvwDvL3+d+57ORmwPEz/ynn/O0ld95bf3OK7XSU+lOpTtfWnf+JhsLvS++kw91h8/SnTmHujPnC+rOf/Y5T1vpTqU789ur86w/xXy+9Z29//DdLP2Dv4//xdZ35vijz4T23VnfuUP7zvrOnM9e3wGwf/Nvk9/Y/CPrOxV3N1/WDOZXijsV9Ha7zd7eHo4rmc1m9DtdjNVsbmxwbO0IzSBA+T55XuD6DrkuaPYX6PTbYCyBXyMMQ6bJjJcuXyKMItr9gCPNBdAQRTEOBVYKjNZ8/de/iWeefxawdDot0A5vf/tbIE9pLx3j1L3nGeztsdjqUhQGY8ovkDAvmEUZ7/vIB3E8DyNcrJBkukBnKVKCkpKjgebixYeRCm7f2Oef/d3/m5VjZ2h3jzHZucXNrU3OX7hwmG7reR5Ga5IwIqi7tIKAt73pjYzGu3z0qQ+zvNRjfzhgNF2mvnSSPJ5Rb7RIBEhhiWcTbly5xILrE6UR490bzCZjdrZvcf70aQJxlNFwiG9SttavsLKygkhCnn36Bmk2Y2X1OMNR2Vq0PxgRRhlHVvtgLLu3bmHe8g1EJ47i7G6B9tHUkJ5mYXSA+Phz4BomnsYtoFBlqq+hwM0j7Hs/QN14jDow9jPM5RdZdgpqrgP/5LcgkSTNAonC+4P3wgd/n25hQDVo7E/g7/wKsYnwlSCXOUpL0noTrIMsDEme02g0mEwmHD95Ct/3mUzKdGNry3lzjiMxhSaJp5w9/QD7+/sIO2M8m2GtpdVqsb29Q6PeYjqd4riKNE04efJeNtZvcvrsGQb7Y27vDDiYhgR1FyUlSRKBkQgpKazBn7dfFUWG67q4NYHOC6QSODgUxpAVOTXPxxiD6/ooy9zsWAyCer2OLgwaSxiG2LT8G4mipEwnBgqjybVBOYo81yjlYOZz0JSrEEqSJRlSCTzPIU1TfN8nNxryvAy40GULGLK8ysR3POJwhiMckiQpZ6TZAiGcw3Rm5UjyIiNP0mqsQMWrwheajfylFn+/nCuf/7jPXx3zFV8Nld+5e/zO03/3V3nspz93offET32RxWVAvOtdh//envudOwvM4vFv/aP/98e+73Mff8/Zz7nt5s/+DbD/ZeV3XkO/czdT6c7dpDu/wmM//bkLvSd+6q9+8X38rs+s/X1Gd+b3Pf5tf/T//tjnXnwq7jn3Obfd/Nn/pjrPqnSn4muA+37tl8i//4c+Z33H/sBPQBZ/wfUd85N/FWE8Ro3PXLE8na/v2L/8o+X6Tj1BorA/9KPgKkjSw/Ud+1f+Y+Ibl//I+s7yr/7ya/hJVPxJ8LoYcmKtxZESpcrWG2st9XqAsZpoFnLvhXP4nsPBeMzVK1fK2WG6IGg0WVo7ymA0IU1TZlHI/nhEd6HPNE4wAtZWj7CxcYtutwvzuUmtVosHHniAc+fO4TgOW1tbvPOd76TeqPHP/8Vvs7y8jDGwduQMiwtHcFSdk2cv4CifK5dv8OnnL3Ps5Fl+8se/j297/M388I98D3ke89gb38TZex6g0z/KkRP38Oe+87vw/YCGV+O+M+f45b/zS/zov/9j/Pnv+m4eePNbiITLX/j+v8x9j/07vPnxv8ibvunP8h3f/YN8x/d8HzQWyYTPRz72ccKDIZs3rmHRjCczpPK5/OwncLMxn3ryfXhCkycpnXaPXn8Z1W1y9MRxRnvbjDZvsdLuYaxE9ZZZuu9hbLdP9+QJJlnIcLhBNN1goaNYXW2zutbDqTVw/RqdVpuDWcxoGvHbv/4bCNfjwg+/i21XIYzCdSXoAuMAXgpa0049KBycXKKMg4sHjovQORQJVyZj1r77e9leXMKTLvUItHVBedQSixc5FI6GLAXhQpojhUDLKYHQSJ3hGo8s91n4M4+zHUjGGxsYndNsNWi32zz88MNcuHAv3W533pbXoNFo0Gk1CDyfdjOg32tzZO0YhVbsDsZlinGW4Xkefs3l6LE1pJScO3eO7e0dakHAyy+/zM7ODsYWZXuI1kA5g8txFFIJXFeRpjFpnlCYnFx/ptXqjsFtNBpIygUzpRSe533WQpbEGnAchyzLKIoC1/cojCZKYpTr4Hgu0lGkWTafXVbWifKiwHGcw8p6UZSVRlc5pHEGxh6GXxgNjrqT0iqwugzZuGMUi6I4fJ/WWqy1SCUQsty2ZrNOEPg0m9Ug/oqvTaormyu+Eiq/c3f5na+WO37nq+WO33ni4x+q/A6vjd+R6nVxyvQVUelOpTtfCZ/RnQ9XukOlOxV/uvlq13fu8NWu79zhkeVjr8GnUPEnweviCmYpJVmW4fse7XaLZr3B8uIil1+6xNEL5ymyHNd1WVpaoLu4yO70RdKiYGGxUYYLJCHZbIIUmqBbY7S5R240UZLysac+TZomXL92C8dxOHXmLPu7+7zxjW/kwfsf4P9537+hU29y5crLvOPxd7C1vsT6xk1y0aAoCk6fPk2v28R6ljydIWyGdDV+02f3xi06jSZmMuatF++n25SsNpaQp1bo9XpYUeC5ATpOEcbS8zs06hItHeLhIt/42ANcvHCKjhKcPn2aOJnR77XYH9zmIx9x+Z7v/C62rjzPh97/b1g7eoRLL1/hrW99O9ev32QymnF163c4duIkm1cvUesvksmME2fOsf7CC+SOYJJknH3kIu1+H6l8rq1v8Mi995GdOsvLz32C4eY6ejagnfo0PJdb69dw3RqO52A0zKYzhKeQFnwl+R9+6X/k3T/z1zj219/N7A+fRKRRmQBc+BhTYK3GzUtDkBmD0BpPg2MN1nFJrGZJO/z9H/9J7pF1ZiZn1pHUckPqCZASL4NUObgKCqERdYuT5bjSZerV8DKImnW6b3gM59GHSIygsdhhL97D931arVYZ7JDnRGFyaKTzPGd16SieFBxbW8LzJa7jkmSaONMk2Yhut4tSkq2tTVqtBhcunGM4HDKdxPzkj/8E//v/8R50EWNNQb1ew1WSPE/LJGGdIx2FwoK0KCzKUUhZtl9NJhN816Xm+SRRhO/7OI5DHIZIBCiHPMtwlEIKmEwm85argsLow3apOxRFAVaS6pRms4lyJWXzoyLLc5ibLSVFabxkaYSsAKzF6rKabrAwT07WWY7xnHLbhEMYTbDWIFQpE0Y7KFmOxXAcj1QVGFHNSap4dfhSVw7fGZnxSi78fvY2VFcyV3wlVH7n7vI79rmnvqjf6fz8z7P9cz/H6i/+4ufd33f8DvzQV3zM5O/5LZxHv5XECN5y/4PsxVHld4BX2++UgybuTirdudt056NfQnf+O7Z/7mdZ/cW//Xn392d05ysnf89vHp5nveX+B6rzrEp3Kv6Uc/yfvOeL3j/8r/8r+r/wt9j56z/zedd37vDVrO8s/covHT7Pp3ZvvWLvteKVRbwersLyfdc+9ugDKNdne3cHz1XoJENYzf333kfTV6ANk3CGkQ4f+sSzKC+g3upRa/eYDG6jTMLy0gKyJmkvN4jDhM3re4z2Zkhp8BseKysrPPzww5w7fYaLDz9EFEX87nv/LfEk4gd/+AeI45zLz3+Uy8+/xF/5j36af/rb/yc//K5/l4XVBXIyVrt9nvzwR3CaAZ96+pN8x7e8Hc9xWV+/ThKHKKVYW1shCIJyRo12mBwcIK2kXq9zEEb4QUAcx5y/cJpr19aBssKZ5zknTx1n4/o1HMfh1nDEeH+PWxvXuf+eC6weO8773/9+Thw5yu3NLcaRpn/0FOPRkJMPP05rcYWb125R7zeIBmPG4yFnzp3l1t4evYUVrl+7xnK7xpVnn8GpBZw6eYY8mTDZv4mMpswmIVmRYh3LZDzFN4JROC13kDbEtqDV7HPh/AP8wq/8MpEEdIRyLBRNECm+EUibk3oSB4GwIIwtW+UEGCXoSosqNIV0MWmMNDm5nyN0A09nCKnIrUQai+NIMAnEBmY59OqQGcK6RHh1SA0/8f0/yAee+iCdVpOLb3iYItecv+de9veHbN/e5QMf/hCOU7YhfdObL7LYblLonIXlJr32Ir/xW+9jYzgm8CSNRp3ZbMLCYo9er8d0FrF9ew+lXNIkotVqkc6DGRzHoVarcXBwgFQCJRRCSrygRpaXRsX1JMZm6MKCtbiUwQ2O5wIcJgXHcUyaG7QxYEvTJJUoU4oRh0bOGIPj3JnTVQq560qEEERJjJQK13UxmLkZ01ht8F0PZ35ycec5C6PLQA8JAkrzhcVvuGg00koQpqy22zJR2/NqZFlyeDVAnuekacp4N3raWvvGV1c1vnqEEK+9+FVUVHyl3JW6U/mdyu9Ufufu9Dv7tw8ocn1XVhYr3al0p9KdSndebarzrIqKuxdr7VesO6+PK5jn7VT1VpPr61dx222kApuVLSOz2Yx4FuK6LluDHXzfw60FdDodpO/QObbKsZUeSgkykXN7eBtHumW6rVA023WW1xYZjgdsbW3gSM316y/iOS5ra2tE9ZDnX3iWRx95E9oabtzcIM8LbqzvMh6lNPuCTEoCr41rA+LQoAuHX/2ffxPPVeRxjIsk8GvoXM9baSQPP7BMo9XCCsn2/h7j2Yxms0076HD12k2azToWQ73h0Wg0uHb9BoPBBAysLgfcc+JBGq7l3/6/v0+BJE9SXCFxJOyHBfl4xsHePmclzEZ7rLR9RuNdWu02iBbDvV36tQ6TvRGeLti5eZWml7PYDNi7+iyDgzHNOrhpwcFognEN1tF4ysEDWt0WeZKTTGbkwlDEMVvPvswP/4Vv4UTrPPWWiwgKWnRInQTheiw0+thmDa+wBI0ayq/Ra7YJXI+m4xO2Gyy4ILwmOC6ecEnqmrUM4q6mZSS25uFKhZQG63sY5VPreWQYmr5LpDM+8k//Ff/yX/wzsiwmaNXpOHVarRZYwQsvvMDS0gppWla96/U6y8vLtNtNmo0648kBzWaDvb0Bo9EY6bgYkxPHMcvLyxw5usrm5ibTWUSapjQbDYKaYHXlCC9feYlms1kGQCQJ9XodR7q4rkucJsRxTFBvIqXE2mIeZAG+52HSnHq9TlEYpFO2Keq8YD7qq3yMMbiOQ5anc3NRIOcG0hESTznkRuCoctYXHmTzFi0pBRZoNpsYY8rEZjhsxboz2+vONgkxf81CI4VAeS7WGISwWDS+5yNQ+K5HmqbEUYpSDlobkqRsc3McC0SvmXZUVNyNvFoBhRWvPyq/U/md18rvPLexQbe7UPmdr9Dv3M2aXelOpTuvne7cpNvtV7rzNag7FRWvFUdbLTan09d6M75meV0sMFtrORgPGQx3CIKAJC2Iw4gjKwscTIY4UtHodNjd2ydDsHJ0hXq9huMaCmfCcDhhLxLMDiZ0ew0C5TObpKRJQeBLOv0WQdOnqX2kazh64ijjwQH9bo+3ve1t3FzfIytSmvUAT0K71aW70KfwPP75v/wdfuIvfS+9pTa3R7ukruDmtRv4dcU3fOPj3N68yUKvy6VLl4gKaC11WFhYII1Djp5cpdtokSYRWZKi8Vk8foZBZBjv3UZMYxYWlvCEz3BjB0mBowyj/U1mnxyTzELuOXuGN3/DN6B1zvXr1+n1OuzvDwnjlGI0wWt7+G6Xrcktji6dxMQD0kIwncX4roOUE3yR4hLSXloknLroxiLHjzXQLz1HOh1wMNlHuZZOs0UURSTZlObyKoQxotZkK4qpG4EuMvbtLko7PD96Gs93D1NvPd9nZ2eHdlCj2WqRmqJsPYoScmOZJgXSCzh95igP3HcBqw1PfOAP2dvdRwmHY8vL+K7D13/917F9e5Mr166S5BZjLFI6hAdjTJYRNBrgCtI84957L5BFBd16m1woppOIyfgAz3fQaQrCzFukXHZ2djFnj9BYbaKtQbl9nr9+ldyz1D1JHk2558KDHD1+iiuX19nbH2OtZXFpgUYjYOf2NptbG7TbXSaTWdmKLy1WQppF+MZFOApfeaTZDCUlNb+OkjVSqylyQ6vVxhSaIAhI8wxrQIhyJp4sCowAKwRxkSGFICsKPF9hc/D9Mkk7STIc30NrjeN7CG0xBbjzmWCOp8iSFINFSolQkOf5fEaYwhowxiCFwApLlsyr9EogBXNDpHBdHysMylP4jkORJmhdYI0GqRDzBGal1GstHxUVdx3VCcPXLpXfqfzOa+V3lhdaOF6t8jtfod+5m6l0p9Kd1053mjjVedbXpO5UVLxWVIvLry2viwVmhJwPzndx3QKbGzqtFt/2+Lfw6U99grrnkucZzUYNVfOY5TmZzphEIb2FLou9RS5feomlpSWuXr1OEPi4qkajUafIMqxR3Li2ieO5xNEOzz3zG3z7t30bb3jkAgfjhF53ha3tG/h+gO95uA7s7dzCLWY89aGnePj8cd72rY/zm7/569is4O1vvMjuzg0unD2KzQ5whKHfCjDAiZNrHFlbY3V1hXx4i/H4ACUFx48f59svvoH+ylE+/NFneAmHhx9+iAcevg/lCPb398nihLXVZba3tvi99/1fPPnBD/Di8y9w5vQpjh5dY3Nzk3e/+904QvLRF3Z49vJlnn3ug0xmO+RFzLX1W5w9dw83Nq5y/PgRtjdv4QqH3f09jq4dYTAa0m4tsD8cYJIpw/1dyEO01sxmYVnp1Zo8y9ne3cEigbJtRwhBlmVl5TgI8ByXNE0RQjAYDOh2uzRbdfZul0EN01mIX3PROiMIWpy77yxLR4+ztNTjyNoK9XpA0GoxGh3w++99H1pYUl0wGg+QjqDdbhMPhuzs7LK4uIimIKjXOXJsjasb6zQawXzWlcGr+SRJgnIdFpeXuHljA21AupJGq87BwRSlJK7vo40lihPyXHP58mW63TZxlnLuwQc5dvwUH37ySaaTmGa7SxhGKNelsIZGq81sGiI1eJ5DmMTkUUq32yXLCnIpKMcMCWqOW87yymLSNCe34CqHLEkBg9Y5VkiM1QgEjlI4jUb5+WNRyifL0jLtGEWWl+1S1lo8z8GI0jBJKdFZTuD5KK9s6SoyzZ2GBqMNSkmkI9DaUBiLmZfxhRAIWZq3cpugKCx+TZEXBUmiEWl5ZYt2DKawOI5TtpAVBivA0U61UFZRUVHx5VD5ncrvVH7nrvQ7r4eRgl8xle5UulPpTqU7FRUVFa8Cr4sFZmMMi8tHuHrtMlmuqdcbnD15kief/DB132UyiWk0Anq9HtlgQC3wEI4kLxTRLMVoS7fdQ1g4duQ4ru9w+/YOjXaN8aBgff0m1gj8wKPfb7J6pMfu/lV+53evkqYuP/bv/QcMhtssLr6DoNXm+LGz2Fzy57/jLfwvV5/hu971Tm4NxiwuLvLiM5/m9sYtHn3ofhwz48KRLkJr6rpHlhfksz1W66sw2iKNMyaTCbPZjBMnTvDy8y+SP/scaDiz6PH8k/+a0dYncRxJo9nm+edf4OzpMziu4t5zZ3nHW9/Ckx/6EB/72Mc4e/Y0J06d5B/+w39Ep9NhZzRlczBGGs10tP8FTMsAACAASURBVM8jX/8WtK4xPBiwduQYo70dpgcjdDRhMhogjKHeaDIaHjDa3mBkNCaLqHmKLDRlwq6AwhgKC8kswnFckjwjCALqQZOtrS2U65PEGdNiihLlPK16vU6n0+LatWv0+otMwghk+e3reR7dfgdV88iKlEJYCmsorMWt+aAk9z/8EB/4/ffhOZJm02Whv8TeYEQ4izFYCp1Qb3gIY5mEE/I8xQ96SAmtVoPtwQ6zeMpwOOTo0aMgBfVmg0kUMo2mNJs1VlZW6C4t4PoBSI/nX3yJLMtYPrrKwyfWuHxlg/d/8IMgXNygTpQkOJ5LkmVEwxnWQhRFKLc0GM1mGXwSxlN838f3FZ7nzsMuNHlSHBoVXyhModF5ShAEZEWBX3MpCkGeZuUcLilQUuDOU5BdpRDWUmQZjUajNCDzSnae58h5GnitVi/bsYocx3XLOWFRNG/PMuQCHHknuKJ8jAUKbbEFKGkwVuC4EmstxhhazSbT6RQdm7KVvw7SiDJ0QrmkOkMKibCgi+K1E46KioqKu4zK71R+p/I7d6ffuZuztirdqXSn0p1KdyoqKipeDV43C8yT2QyLJMsSrInZuHGT5YU2vh/QbLbJkojZLCKJUyaFxkrLiVPHGe6P2B/uUq/XEUKxfXuH/f19+v0+jVaXmi9R0uPWzV10kTE5CBkOh4wHI5aWFlk+scJ7fv0fgTCEWUR4sM3Z8+dBSUaTA+rNBq1WnYPLL9IMJDfXr7C7fo2b27cYRxFZGpMnMVprXNfHdX0+dWmDPI15w32nqNVqbG1tI5SLUwvwaj4Sxcb19bIVJ7IsLvYxhcOtjQFPfuQTrB1ZYnF1hQ+Mn6Bdb2Kt5fkXLrF9e5fFhQXW19fJgXGYsbS8wK2Nyzx37TqPXvx68CXNxiL74xn3PfQot668iOsq4njKzt427U6Pdr3GcLCHLXKEUwYgSCmZzWaAYGGhz9bWFo7jkGWl8RmPxwglAZhNIpaWF5iMxhSmDEbIsozl5WV2dvZYO3KE6zfWOXP2FEJrwjiiURQYoMgN1gocx0PPgxUcpQiCAJtnbO/sMdg/YBaFhFGK47hMZiEL3RZa5yRpRK3mEcch06k3T9p1yHWZOFxkOa7vgZKEYcji4iJpHLK02Kfd6vLypUvkmWYym/HYm74O11dcufISk5nG8XyiMEFbyLIMR5ZX6LqehywjIdAmx/e9uVlt4LseAEVhDtvYirSgKEozqbVF6wyMxfV9iqLA87yyfQqBI0vDgdU0Ah/luoRhjPQ8giBgNg1J09Iw3UkBv7NfhBDkRZlinGkDOqOYzwmzViCEQorSMBXaIkQZcHHnSgkhyrZJ1/XQJsd1SznI8xTPcclVGT6RZwVFUeC6LoXR1Dyfwmi0NYfHREVFRUXFl6byO5XfqfzO3el37mYq3al0p9KdSncqKioqXg1eFwvMQsjDtNQ8z/HcGrnRhGFIv9Miy3L8oEk6mRAEDWbTiCTL2bq5RxzHOI7HbBYhZcLm5hau65KmmkZd4Dp1ptOQPC/odvs0G23GB0PixDAYxly6/hFabhvlaJ7+1Kfp92tM7w25vLXBLM955LHH+M9/6q9x34P3UW826LQ9itzy4sY1zt3zIPlwn3e845t54ok/RCqX4ydPsnXjJo+9+a2cWwq4fn2dixcf4YkPfZjBwQy/FqCUSxineF6NF65vIkUN6XooJXjsbe/ghRef4dpTT1FzPS6cP8vakSPEaUJhDEIqvu97v5/f+d3fY3uwzmi4Q6O9QK9zlCgc0Gms0uku0O0fsHV7F6tc1o4eY7i/x6MXTzPYHzGLR6ytLDM+GDLaH+D5NZI4BqUoioIwLNu5sizDmVdqjSmrrL7v49fc8j7f4+BgQrPZAKHwa3V6/T67+3sEzQYbN26xsrzINM1ZOSGRjkvN8+atYjOwZdpvURQ0agHTJEEbSRC4NESD0XiC4/soK9FGkuYZXlAjCAKazSae5xHHMePxiHo9wHMdms06cVgmETuOw2Q0ZmV5kfF4xDPPPIPOcxqtDrV6QJwm3N4/YBrG2DttSMJQc31MoUtzgCKJM7S2KCVwPIdut42jBL7vovOiDHmw5WcnTNnupJRLURiMLoMcXKcMalBKHSYVe45EWINUcn7s2/L491yMgVkYHSYz3xlF4fs+aZHjun5ZUTegc42U81nI1mCMRRuN67qfZXrKxwsl0cbgCFUaIMoTDyEdjAVtwBMKY7J5gIadXy0wnzVmLGmaIZRAeLIakVFRUVHxZVD5ncrvVH7n7vQ73MV2p9KdSncq3al0p6KiouLV4HWxwAyUrSLaoKSLFRJrBVlh2NsflBXG2Ywoiqg12uxs7xE06mRZgesqhHCQwhDOIvq9JbI4Y7m/Rp6nNFsn2d15GYHPbDYBkdPu1MiyhMlsl3a9j4k1UZxS73Y5feYcN7Zu8dL7n0AFTepKcc+Fczz5sadYXVtkaa1Hkmr2ZyFbN16k0Qj4w/f/K+IoodCWW0RgLa6Tsrkz4fbuDkopHv/mb+LsPffyv/5v/5iDaYRQoG1Gv7eIUC6NRpM4jen1Wxw7vka3WSeoedy+vY2xBfv7+xRFwWh0wJNPPoXWhn6/T5YMSaMRp88+yOWXL/H2Y6eREpZXVxiSY3zF/tYGzWab7Zu36fU6bE/GNBoNHMfBSoF/J8zAcQDL7GBCvV4v54TlOZ4QJGkKQhHHMf12m0wX5HlO0GwghOTa+jr33XMvjZal1mqyvr6OtQalFFmu0Ra0FeRa0+0vEkURQggKY0jSlFqjzt7uFtPpFCk0j77hETZ3tzh16iTT8QESwWKvj5WCQmuEUNS8gMiN5pVki7CGLE1YWljE82rk2T4132cyHnHP+a+DwqCznEwXbG5ukkuJtRopPZqtgCiKkLKO47nzVinIs3nLk7Bok6HwcF0FVpOnGa5SeI5DnlmkBW3K9yylJNeaTBc4UhzeJoQ4TBouf7doa3Fdd17ldtAWkiwlTVMKa/BU+WcaBAGj0QFWCowGrS25Lg73m53fJiUISiN057ORUoK01GrlvhZCYI3GWnCUg3IdwIDQZSveyiq7O6PD/ayUIs5SHMdBqHIumdW2Mj4VFRUVXyaV36n8TuV37kK/c5dT6U6lO5XuVLpTUVFR8UrzOllgtlhdJtFG8YS6UhS5wWs10NYSxtG8atpkFickcYwVkjRNWVhZZDQc4Psu1goCr0E0ybhyeZ1a4DAY56yuLbEjIo4cXaTVriMVZeU4Ldi7PWR6ENFo1MnSnKc//hyucclyF08mDOKEZ5/LcJo+B3mITVPWlpfxAoiyCdLTOBJaCwFYxc3NdRbaXa7eeBmVSmbjCcfW1hgPBnzi4x/F9yTh5IB2rYnvKEQW4rouF46f5qmPP80nPliaulkas7m5SRROQRsa7RbjwZDFxUWMhiSfMZ2NsGnG1q0dvOYOD937EC6Sa9cv02k1cV2X9Y1dXFlWeT3H5/ILL1PM026LoqDf73Pjxg0CzyVNEoQA13UZjQcIIagFNXRhabVazMIQx3Fot1uMp9PDymuBodfrcXtnm9XVFYTjUG80SJOY3Z19/EYLgcJxXIRyyIqcJEuJi4zCaMS8sry6ukqYZqRFzNbtmzz66EM89dTTnD1znuggJBWQFjmNZpswDDm6doThaJ96vY50FBKDMBapIA4jXFnOyvI9n1ajCQZMnvPJ554hyTOsckjzjCTJaHgBNc8nThPSOKHIc/LCoguLtQpsgXIUjjNvn1KCIsvJAWHLFiglwZqyAq91TlEYCqNRQhyaDZ3kaGMRtkBjcYXESkueZ3S7XfJcI5BoHSFdhyJKcOWd6nb5PEZLjDGAnLeHaawVIClnjCkHrZO5aQOlFJ7n4frl3DHlzOeAWRAIrIAkK5AK6vUa1lr29vbQVmAw1OsBAFmWkxXlsXP4fkyVcFxRUVHxx6fyO5XfqfzO3eh3rLmbF3sq3al0p9KdSncqKioqXnleHwvMwsFr15nt7eF5HmmYs9CpE3iaXnOBzOTEYcIsnzBLNUbVmEXlF1ur0cYWKXEYkUQ5ve4KtUZMGIYY7WALRZzmnLrnHLu76/SX2mzd2ORgHNFqdRhEAwqVIUWfWs0jjWOkV+ORh+7H7yryPGUyGpNlGQ2vziyGly9vM51EnDjeZ3IQsXZ0lWiSIYRibfUk+zvbzMIEPUsJD6Zs744oij2OnTjOZDRFaUOUJEjHITmY0Wo1GYzG7O7vYKUg3UzBEZgio9/vUeQxvmeI4wNcJbl0+WVWjp3k1sYmrVaDRqNOOr1JPXgQIT18nRLthaxfu4S2IeFwHznLaTXa7O/v0Qzg4GBEURRkWYYnQRc5nWaT4WifPM3odDqMRxMMinorwAJ6MiFMIm5ulcEKeVEczvaKrUUYy+UrY6RTzrUajxJcxydNMlAOeZ4hJUhZfmF7ysPzaiRJxsFkSuC6xNOMxf4yR1ePc3AQstBcIDoImc5GdI8dwdHe4Wyty9cv43sugQfClhXwWTjh1PHjvHj5Kkq6FDl0mi0c5aNEwTRO2B3M8IMak0mII0FqgckkYRyR5inKc1GuxGIwRmPyHKEEvu/TqNcwuQHh4SmBNhme75BMJnTrbXRscYTLKJ+R5jmNdgelddkuJQXalLO64jSfV9JdHKkwRY7nxNRqNYo0RwlJHEd4fsAsmqERmDhBa01QryNMWaU3xrC03OX0mePs7oy48tJ1aoEEIchzg1QuRZGVZn8eyFcUxdw4lfvC6ByrNeBQZIJQWlxX0W+3SOKQ02dOMhyMmU6nzKIQKF9bQjUio6KiouLLofI7ld+p/E7ld15tKt2pdKfSnUp3KioqKl4FXhcLzI6jWF1d5cUXrmC1oen7uK5Ls94gz3MarToOCq8Q5KS02jAa75Mby40bN9F5CNZircdwMCJo1sjyBCkk2ho6nS5JHHJk9TRbm9sMBmOwkmPHjnHq/EnSLEHhM9jdYyedEEURN2/ewG5qGs16Ofgfy87WHo7jsX17l263x97eEOFIBqMhruvT7/QxrYJup8PW1hYdr0GtVmPj1k1msxlX1q+jtSXLMnSRUBQFUTwjjEO2d3eoBTXG0wlhGFKg6XVajEYjPFchreSRRx6h1Wnx1re/hfd/5AnaPY8oOiCQPoUO+b33/i5vfsc7kbU2RQ5nzj/IYLRJHoaMtnfRyZS15SU2N29Sq9UAKPIyvCBNU8bTCWmuqdcD0iRncXGR7b09Op0OaZaxsrLCzu42zXqzrC675Yww13HK9iFtGI9HnDi2itaa4XBUhje4Lq7rEgQBxpSV+zzPD2dXKaXmx4GDxrK7u0tx7wWOHTvGrZtbDMcjtC2r97du3cL1agghaDQaROGMc+cuMJmMyYqCbrvNNApLc0ROHId0Tx+nVvOQWhGmZUuUnlfDsywv59IVKUKI8n3Mt1mIopzxpQrk/C9lOgnLBGINjluGcWht6fcXcQzkhQWpQDoENa98DV0QeAFFYcpqtCir3cU8kMNYkI5HYcoKuraGJEmx1h4GTxRz06K1Jo5jgqBMPLbWcvLkSfrdDr5TZ+vmDvW6j+coilzjBnUGw70yMdl1SNMMKF9foMr5YroMBCmKAoTF9xVJkmOSsi2s1+uxvr6Oozw8xy3ni2mD6ziH21VRUVFR8aWp/E7ld8rjoPI7d5vfgfhV1Yo/SSrdqXSnPA4q3al0p6KiouKVRb7WG1BiqdcbWOEi3BpGSlzfQSpo1H1snmOKHCgrgVkBJ0+f49z5ewGJwUFIBykd8vkX+fLyImlRzjLKcosuHIrCIw7hz/3Zv8jRo0eZzSZcvbxOEiY8/+nn2dq6xdFja7TbTWazCbZQTEcJt9Zvs3d7n+3NbW6u3wRjSOMIz62xsnyE6TgknqWMB2P2dwcIo+g2egDMZrPDsIR2t4NQEmPB9T0cz8WZmwClFGFYtnE1Wy0CvzQLjuOysrJGrVbj6rVrXL12mcl0RLvdpLfYY3FlEaUUs9mMx97wMFubN2gGHtJCnglc1eLeB97AfQ/eR3+hxfbmOo7jMBwMEECSJEgpSZKEPM/p9/sYY3B8jzCJcV2X3d1dwtmM8WhUJtzOK/K6KPA9jyRJDr/glVIMBgOGw2EZlJCmZbBCUVAUpclRSlGr1QjD8HB2FZQhCMp1GB1M+chTH2M4OSDTKXEWs7y2yng8ZjyakCQJSimazbI97cjaMR577OsOA0x2dnbK1qT50bWw0EObgjTLmE6nh5+1lJJWq3X42sYWJEmC1jlaly1Kni9RDni+Q6vdoNlskqQp4/GYJM7IMkOuQSmHMIo5CCMO4hi3XsNgydMMo2EWRcyi6HBfCyTK9bAW4jjFWDAaDOXcL2strlRgLJ7nHbbaAbiuj7UWz6vhOhLfc3jkkYfwfR+JYWVpkSDwqdfrjA8GOI7i5MkTdLvdQ5OJlWUwxWdX2ef74k4whuNIfN/l0qVLnDlzhqIo5jPYQFgLCGzVuVVRUVHxZVD5ncrvVH7nbvQ7dzeV7lS6U+lOpTsVFRUVrzxfcoFZCFETQjwlhPiUEOJ5IcTPz2//x0KI60KIZ+Y/j85vF0KIXxNCXBFCfFoI8YY/zobsDvZp93q0ewt0en3a7TauFPhK0mu3kICrFCDpdBfQKHIr6XR7CKEQQoGSSEeVqbNWE9Rd6vUAgYOUdW5vjbn3nkf4xre/g1qtxmQ6YjgcEs1mLC30ecPFi3iOy7FjJ7DCpdPsMTuI0LklCFo0m22OHz/O6uoy4+mYm1u32dvbY215DYVguD+i22gRuB6jwZCDgwOiJGZ/OGQahkzDiHqjSa4NaZ5hBUhHYbAURtPqdgCIooROp0OSZPh+wGg4JkrL2VFREvLiSy/gqBomk+hUkCQZAri1fp3rL7/Apz78r1l/8UlkOsGTLnv7I+LCMssKFo+cQAALCwsMhwOyLGUymdBqtRBCsr8/IMkKptMpnufhOOowYXdhYQGJJI7jw6ReZ15Vd5xy7lRvcYFms4mUklqthpRlUIHrulgBRkAYxvMU39KoFEVBvV4/NEGO4zGdhHzq05/kyLFjpalKC2pBg/7iAmEYHrY9dXt9Ll58jCuXr2GtIEoyzp49e1jNrwUe9Xq9DMHQGiHLbXVdF4DR5KA0y75Dp9NhcalPrVbDdz1qNQ+Mpl6v4XkOjiNxPUWj0aDTa5MVKYXWFDkcHByAkiwsLRI0ahhj8D0HKSy51mXisDakeUGUpGgsWluMFRQGcmOZxjFZYQiThLwoykq/lBS5OUwYNtb+EbOilKLb7bK2ssJb3/zmwysZBIYL58+hlKBer7G9vcVgMABsGSBxGEpRnjDcwZGKPMvAWFbWVskLw7Hjx9nZ3qMoinmKssAYS5KUqc+vBK+W7lRUVFTcofI7ld+p/E7ld76Q33mlCuqV7lS6U+lOpTuvpu5U51gVFRWvJH+cK5hT4JuttY8AjwLfLoT4hvl9/4W19tH5zzPz274DOD//+QngH3ypFxCiTGNVygdkKcyS8kcIjM6p1fwydCFOsVbg1eo4bg0/aJStJNaiZBlQkemCRjNgYaFLkie4rosxENSaZKlhMBhx9uxZ7r33Aou9Lj/yI3+JTrfFow8/RDidcenFywgj5y0yAWmW0e/3GY4nRGmCF3isHlliaWkJkxcgDFmasrqyxPLSAmdOneTiIw/RaDQwxlAUBdpCmqbcur1FkiQIIQjDKVC248xmM65cucLkYIaUksFgRLvdRmvNYDRmNg0pLPhBgAHC2YQonuF6gm4zoNN02du5QpFuc/WFDzLZuYSOtjlzfIVmvUVWaLJCMxrP6HQ61Go1+v0+i4uLNJtNarVaGeIgJWEYsrKyUs7v8jysNTiOYjKZAFCvB+R5hjGaJInRuiCOI6w1ZFnGZDIpzYPvcer0ifk+LquwUpYtc55XmycIl9Xd2WwGSqLzMhBDCUE0nTEa7LG0sMDu7u48xRc6nQ5LSwtIKQmCgF/7e/8T9UYbr+YjhCBNM6SjyLIMay2+7+O6ijjJyHXBNIwO942UEqUUWmuiaHZ4pYEQAqvNYRVfSsF0Oi1/dwTNVo2g7pcJ0LpAWHBl+RmVVxOkCKNR1pQBEfOkZ2MMzny0hNYaY0rza41Auh5JmlFojdb2sD3NWouQZUuZlHJ+TJVtYEq63LhxgzhKuXrlGlI6bG9v02w2WV+/RrfXRgiBEII8z4HSGFk+0zJnTIFyBEpJjCmQc1W4dnWdIGjQ6y0SRTFagxCKNJ0Ha+SGVzDj7xXXnYqKior/H5XfqfxO5Xcqv/N5/c4rSKU7le5UulPpzqupO9U5VkVFxSvGl1xgtiWz+a/u/OeL1dO+E3jP/HFPAl0hxNoXew0hytYhKZx51c/iOQpXOZjCgizbVvI8RwiFFeVjTLl9GCRWSIRy6PQWAElhwADtdpts3vYFsLu7yxNPPEGz3uLYkeNcvPgY95y/wNnTZ3jbW97MxYsXCaczkrhgb7hDYcsvz+FwSLfbZX9/nxs3N+j3+/TaHc6fP48jFcePHiGJZrz44os8/fTHeOnSC0ynIdYKDIIkS5lFMXEcY4zhYDalsAZjyi/XNE1xhIPv+2VarlFMDmYkcVaakTgiSTPSzOD6NYwBJRyKzCKEoshSsnhK0zNkuuBgNuDSpU+wce1lxvt72DzDw9B0oNPto40hLzRhGB4anjvVbaUUeZ6zu7sLQLPZJAgCtNZIKdnf3ydNU2q1Go1GA+CwZa4oCnq9Xvk+jCUJI1y3NBZpmqILSxiGhGE5v8v3fbIsI45jhsMhjiuJZxGtZod77rmH+++/HyivNpiGMxqtJvVmYz7TqnzOzc3bfPr5F5BCoRyXvCiQUrKzs8PpU2fxPI9Go8XxkyfIsvK+4XhMmqZIKcmNLk2oLA2CsGXVO0kyPK9WHntZhu/W8ByfIsuJohApLbVajSzLSZKM6TQ8bE1TCBr1Oo1aOddLzBOB7Xyf3zEiWZaR55pZFDILQ6Isp7AGKy1JnhEmIYXRpfkRqkwxnlOaRsP+3pD/9r//BdxawAMPPcJ0MmPj5ibTMGI0LK8ciKLksOqeZRmOU7ZGKiXwPA8J+J5Du9XAdz2UkAhRtgR+8pOfLGeH5YYkzhCUc8UsGmNfmRnMr4buVFRUVHw2ld+p/E7ldyq/84X8zit1CXOlO5XuVLpT6c6rqTvVOVZFRcUryR9rBrMQQgkhngF2gfdaaz86v+tvzVslflkI4c9vOwrc/KyH35rf9gUpW4A8sBZpoDZvLRFCopyyxcZasFLMzY8gyzIkYFCsLB9hbfUYS4tr6ELS6S5x/tz9PHD/RfygDoC2FmMKtMnZuHGL06fP8fa3fTO9hVXq9RYnTpwiDEO+9fF3UA98pNBonZPnKcqRjIZjPOViC0u33cMUgrW1NYIg4Pz585w8eZK3vPltHDlyhMFggLGWrNAkaYYuDJ7rH5oDU5TtQEkYHc4OM8bQbDbReU6SJGRZzmg0YTwuwzDSNKcwsDcYEycGYxysDBBOg4ODlCwV9NqLWC1B1cmKnFm4x/PPP82x1VX63R71eg2B5uBgilIuQgikUyY4YwqSMASt8f0aaZoeGpLJZHLYYiWEODRCaZoSz0Icxzmcf+Y4zjzUIaHVbuA4CokAYeaBDuLwaoPxdEKRl7c7vjc3Qh6aMoTh4OCA/dGQ3sICruuxu7tf7vd5K1iWZRw9epw01zTqHerNxmFb1mwWEYYxcZySJBk31jf4gz94gnRuNjzPPzQfQohDcx3UGmRpgTACx/GQ0iGJCygE8TRjODjAGBBWIJFYa1HSJTeKVMM0TJnNEsAhSTVJZlBC4ioHpSSuUjjy/2vvPGMku7L7/rv3xYqduyeSM8NMLuMGrrjrlWRJVrAsyQEOMOB1AAwnwOGDLcGADdnwBxuwYTgAtpygDw6SYK8kr1eSJe2uJcvQaldakksuM2eGM5zUqbqqXr147/WH97qmSZPiMvRUF31+QKGrXldV/+/rV/936t17zqnTpjqdDqEfTJtIlGU9S19ZQ9SKCQKPqiqmNbn207WsrVco1MGHZpxkLC6tYCxM0pzSOkrjmGRZs4JBUdfxUkwmE86ePQM4gqBORXNUHDu+zsMPP0irFeE1KWP9XossTRjt7dVpZL4/ndlH2Wla3mFx2L4jCILwZiTekXhH4h2Jd94q3jnMcqjiO+I74jviO7fSd+Q7liAIh4X/zk8B55wBHlFKLQKfU0p9BPgx4BoQAj8B/C3g7/HWVvj/zIoppf48dZoFYRTV9a2sAko67QWwFc6B0h6jZEhRVXX6CA6NIopCXGXwvQjnefjaQ6sI3wvpdiKuXx1QZiWVUeA7rKuYpAnHVpdohz7dziL/5B//c+77yMdJU8dCf5nnnv0md91zik9928d45KOP8c/+xT/nk594nK997esUecX25gBjHCZ1DDYHdOIOjz32GE9+/atEQch3fuY7MVWF52l2d3dwKgTqIv9JOsHXmqwspl1vrbX0ej2KLGOxv3DzpO55mBICX5PlCatriwzHY/I8J0lyytJhGNHt9hkPJ4R+gA47ZJMMzw9YjHuEakSkctaWW1zbvMbSwgpZkVB4Cf12n52dLTY2NkgmY3a3t/DDkMoUdFpt0JpxmtDv9xmPxywtLdWz+5OUZDLB0/Xse6/dma4SGI1GhHFEb6FLnmakWULgKbI8pd3p1+lRzmCMqf+HWoPT0xpVAGEYktuCcZJgseyOhnQW+rxy8TUqFKUxKKW4cuUKi/3eNJUrz0u63R5aa6IowvMCwjBkOBrziU88TlkaktGYSZbx4suv4nsBSZLQ63WxrmpSuOqZ6sFgQKfTY3d3D4A0L+qUq7xuYqKUz2SYoxfrQHaSlAR+i9yU+Gj8piaaU5q90aRJ+9J1/bM4ns6qV3mBtYDT+NrDiyJKUzRpWgpjbZ2SWBiU85qZdTV9fZ7naOXjBQFZUTLZV1SXYAAAIABJREFUSvnpn/kck0mKswbPVxw7cYK9wYgkScDpaRrbE088wbd/++/hm889w4XzlwkDj49+9FFuv/00T3zyEwRBwFe+8hXO3Xkn165dI0lyvvKbXyWMNMZBUVT0ej32dgdv83H/YDhs3xEEQXgzEu9IvCPxjsQ7bx3vHB7iO+I74jviO7fSdw7Dc0C+ZwmC8C2uYN7HOTcAvgx8n3PuapMqkQP/AfhE87TLwOkDLzsFXHmL9/oJ59zHnHMf832f0WjEYHiN8WhAmU7wCDE6IlEJWeVIszFe2KIiQiuLm6TYymBdnX5jHVhKdGAoypJxWpI7jfUsSjcF97WHUx6lsezu7vHIww/T69bBxeUbN8izAfefOcu9H7mHxx+5H98FhFrxXd/9GdCKuLuACkJ2h9vccccd3HnuTl547gVcYTlz6jTPPvU7XH39NUZ7u0wmk3qG3FQUzpFXBjwfPJ/cOcosRynFJE3ww3p22/c1yllCP2C5H7DQDYhCn7IwgGZzc5sw1OTpiHyiGO8VpHs5yvgoqwn8uA7MzB7WaQJvkdHmJl4xYjwYQOXj5yVXLj5POdklnSQMB3tUla0bOpiKXr/FONkligLa7Zg4DqdddV1Z0goCsrygLCvyvKDVatez2VHI3t4e29e2AU0Udtje3UP7IUr79Qy6FxD5AWEQY5xCe4CrOwmvr68RRCF5UjXNJkrSpGBvd8zjH30MqoydzR2CIKpTqUzFsWMniKIW/W5Mtx3Qa7dptTqMkgl7oxFrawtoz+BHPkleEMdtJpOUsjQ4pygKA86rO/1WClMpnFPNKgZHVhhMpSgLRVpWGAyoel8M93LyDIylDliMxWJw2mE9H0uIJWSS1mlTlVFklUdRhSQTi3EeVWmprKM0WfNh9PBUiCktrnLYyhF4Ecrpm2lbqp6Z9zF0QoWyBaeOr/Hjf/dHeeCe21BVRqgdAR7puKDKSjzr46kQT/n0+30+/cSnuO/ee3n4wUc4dXKDJ574JA8//DCbWwPue+BBHn70UX74h3+YP/2n/yx/+If+GLevnyWgRWkVk7KiQjHcTdAOOnHr3VjIe+KwfOeQZQuCMMdIvCPxjsQ7Eu8cjHe0OryMrQNeIb4jviO+g/jOrfKdD9JzmveT71mC8P8577iCWSm1BpTOuYFSqgV8N/APlVLHnXNXVd1V4EeAZ5qX/DzwV5RS/wV4HNhzzl19p79TVRWTyQTfGKq1ZbTq4ikP2zQtUJ6mKixQp45c39pkZeM4Sqm6i67ySNOcNK3rb3meh3MWpUI8HWBNBVaRJCnxQpfrN7a48677GAy2mIwTHnv4EV597v+QZRnf/pnvQFcFS0tLjNMJp8+cZnVlkTDosGUSJollMh6DUpw9e4bXLp7n/IUL7O7s0G3F+IFHt9tnOE5otermAbWeekY5yzK6rfjAdkVlDE5pHAprDE4pqqogCluMxyloTRx1KIomHcirGxFsnDiOcoa8LInigDDw8HWHQME4GdBxisHODfrLG4zGuyhV0O0v4fs+k0nC0tISe7vbDIcpvu+xvbvD8vIqoySh1WrheUHTtACiKCLLmpN0M1tcVXXqk689iqqkLOsabmma0u/32d3dYyHqTP/PznOgLHme43kecbtDURRcvPganVZMVhZA/d6bW9ssLCzS6y3QbnfxlaYoCuI4pt/vE0UR7XabtbU1giBglIxJkozxOEFrzcmTJ6fpYoHn1U0/tMYq8HXYNJqgqQdWN4cIgoDBcNSkS9Xpg83nANd0VM7zfDrLrbXGmHoS1/f9utGEMSjlTVOtgLoeV9BCaYXFTRtCoBRKeXUqXFZSmbpuV9Xsc6UUyrNNDS6HpzVxEFBlKZ0oZLlQqJ0h/+Yf/WMGwwknV1bZS/ZQocfWziZRUKKjiCzJAc2N61v89b/2N7EWnFOUJuPZZ8/z+Z//VTTwhc/9Eu0wQGtotWKG2zdY6/Y41dYMspBraUFuFEYpAq0OrUTGrfIdQRC+dfZX+LzTtnlF4h2JdyTeOXrxzubuLifXzrwh3nny4lU+cuaOWxrvHJbNie+I74jvHEXfGXBybe1NvnONj5w5N/e+I9+xBOFostSK2E3zN2w7s9Tnwu5wRoreG99KiYzjwE8qpTzqFc8/7Zz7vFLqi41BKeBJ4C80z/8C8APAy8AE+DPv9AcUCl/put6QB0pbtGdR1qFUfRK01hLEbUjrmfQwDEE5PDR5mqGVh3Jq2j0W69AKcJZ0vIfyHYocYy1J6nj14qs8+OADpOmI8XjMxsYxnK0YjUa8+PqAE6urhHGLz372s1y9dpkT6ytsb++xvrzItWLCcDDgnnvv5vnnn6+DiKbbrFWQpBlRFOH7Pnme4vs+xjjCMKQoirprcRNAANPAou6UW58sAzwK69AYrl7fxFrL0soySZKwuLiIdTlVVTEa1SlG2gNjAxYWFtgbZXgtnyDUtDoha+urlLZOKcpdRlX5HDt2nN2tTfZ2NonDAG9pgdEoodNboKwsUdRCa5/xeFDX4UqzaUfeqqrQSlEqQ5Zl0zphWZGjPD3tEGytnQYL+ylHqmmAoH2PZJySJAnGOJxT7A2GVA6CIKCsDJEfMElzvv7kN1hZXSMKA0ZJwvJKn3E6mdbA0oGP046oFWOdJi8rkiTh1OkT9cUPW9fEunr1av3e1lGVVR2w+Arn6n3ulMKWdefgOmZx4BxK2WnTh8pZrKoP+jpwDbC2nAZCeZ6jPDDGURQFCgvaQ3v17+tu0XXAG0QhZVUHT5Mkg6ZmWB2w18GRqyw6UFjrUICvPbqdFrmCbJKCCvBUhQqg0+2yM9glMzlVZnF4VEWEUx7OBmjfYW1GVuzieV6tmZLS5OSVwVeaVhAymVjWV1aJVMnSsUVOri7hK82VzVFd984LqHBU7lC7qh+67wiC8O54qwvJt+Li8i28iC3xjsQ7Eu8csXgnUEtkk/AN8c4Dp0+yM0gPNd55/tpV+nHnQxHviO+I74jvvFvf+X+/Zz1w+sShf896/to1+nH7sH1HvmMJwhHkzReXgVtycXktCNgsy3d+4rfIO15gds49DTz6Ftt/79s83wF/+d2IqExFOsnxnIczGaEPgdb4gWa/MbExhnE2BgKqqmqCCcNw5zp5XuLpiFany8Jin63t6xhjCLRHFNezhIHvc+zEErtb2xSl5dKlS/zrf/tv+M7f82kWl3p0u10AsizjN7/yVX74B/8Ajz72MZaXl9nZus4nH/84/+c3fou8SPl93/NdfPSxx9keD7n77ju52m7xKy++SOR7FMOSXq+HsbXmoiiIogjnKrJsglKqnp0uS+I4xvcCsizDaYWtSpxzVNZgqYiimNEkaU6CjsGgrsVUVRWoim6/x2QyASCKYqKorsXfX+xz4ZXnOHvmJKN0SHs85u57H+PlV19BebC+dJzLFy9QJAPCIKAwBdZaLDAajgi8gP0uvHFcrwDodrvs7u6+IYABx954RL/fJ47jugZaMkGpunnI9vZ2E0Bput0ueZ7XTS2aRhZ+GEyDgP2Za609nK076ZZFxs5gyPXr1+l0OvgenD17O8lkj8FgwKc//RCj0YiNjQ2qquLqlWukaY5THkVZB2qRH5CmKZMkI5mktNttyrTEuAq0qmtm7XcbLgzOVSil0aqupbVfdco2Nen209iMMSjq2fP9VRNVVeFpTacdMR5PUMrhaYXWHpVx+GGE5+n9zwllWWKdQmsf62iadChMZQiDeh/6gSavSqx1ODROOZK8qN9Ta3Z0xbH1ZY6fWOPU8XM8/dQ3ef6Fb6JVnYoWtPo454hbCmNTvvf7v48/+CO/n3vuuYsXn3+etY0NXnrpJU6dOsX5V17h7O23ceHVV7n37nv4qf/6i7z64gv8xnMvUeUVlfbI4jaTsoIgoO950/psHzS3wncEQZgPbtUKaYl3JN6ReEfinf14p9dbJCnVNN4pq5sXLD9IxHfEd8R3xHdu+s4CyYHvWYfhO/IdSxCEg3yQF5fhW2zyd9jspwFZ69DUKULaq7sep5Mc5xztdhtlQ3a2U7TvUWQlygGuoiozSkqWlxeJY5/JeIDv+8SdDkq5OgXJV/jKx/fiumi/H4Pz+OKXfp1PfeoxHnrwUZxzjJME4zRxq8uZM+fodPu0uh2U9lHK4/Tp05w8eZK94S6rGxt88Ytf5LULF+n3+4SeT5IkDAZD+v0uFlfPZud5XZtMKbJsQhh2qAo3DYKcc+R5gXGWNJ0QRRHK9xnuDum1e6yuLbGzM2A8HrO2us725g1WN5aprCErcjylgZhkOCJYXCTJ91g5tobRlrIo2NzZZH0wYOP4KfIyIwjq5gz97jGuvfYqRZahPM1kkgGKJEkIAp+yLAkCD6zF6qDpQu3jyhzf96Zdd51zGGPwPG8aBOzPqGdZhjEGgHanQxiG9d+PIyprKG09U1+WJVEYNid3b/qa/UDDWsuZO87x4osvsLa+xLlz57hy5QqnTp1iPB4Tehrle7Q6Haq8YmN1jeWFRZxWjJKU169dw1rYGyc4q5qZcJrUwDqgcIB1Dq0Uyt1cNae1prIGp1XdgVvXQZGzDhzTFQRaN8dslmBMRRAEeBqytCJut/B13YjEGEO33cLiKMp6nDeDSV2nVJXltJGGLg2KAGctFY6w/nBQKkVhKkql6C2t8vL5C1y4+DqoAOsMxlnycoCx4BmF0o4L51/j13/tN/nm0y+xtbXF2toGly9f5rVjm0wmE27cyHjqqae4fC1nb7jF8voGL796g1E2BucwJif2FNgKA0zy4taahSAIwhwj8Y7EOxLvzGe8Y+1b9rSaC8R3xHfEd8R3BEEQbgWH37HiW6BOeVIsrayxvLJBr9cD7DTNZ//Eitovwu+a1KAKZ0qcMzhnsK4iz3OCwKfVium0W3R6SygvpjIBm9eHOOvjbICrPHAe7e4CX/ry/6a30MeaulPuseMn+cIv/DJnzpwjSVJO33YWL2pz8vazFNbx8quv8MKLL/Laa5c5f/4i21tbbG1t4XkeRVE0KU6OosgJorAO1Iq6c22r1aLf79ezuk2X4KjdIooi8rxO+SpMgSlLoiAgjHxcWbCy1KPfaTMcbNPtdVhcXGQ4HOP7PsdOHGehv8Qdd9xBmqYsLS0QhiHW6Hp2fm+bXj9ifX2VrIB0Uqd/ARw/eZq43cEPY/Ky1t7rdevmE3GIMyVaa4bJsJ7lbwI4i5sGMTs7O+zs7ByYHde0Wi2cc6ysrNQBUPPenucxmWRN/Sw1fU2v15uumJhMJlhrKU1Flk9YX18lSUa8/PKLrK4tU1UVFy9eZHV1mSLNCLTHysoKrVaLteUVqqpgYWGBOI4Jw5DxeMzuYIBxCmcV5kDK0X79rv3gBcDzApzSoG92Fd7HWVUfi66ZITdQZxgxDficq/eNUnUA4wcahSVJxoxGe/i+5tjxdXztNalhN99fa93cfPZrpFV2/3Pi1XXE4g5K1bP8kYE2HivtHveeuxvlFM7Ym7P2TbAaBAFBUHd1PnHiFI8//jgPPfQIjz72AHffc4Y77jzN3Xefw9iCr379a/zsf/9ZLp6/xMryOrlx+EFMVVo8rfGswStKFF7TGEUQBOHw2ffoeUbiHYl3JN6pmZd4J0nGKLy59h/xHfEd8Z2a+fGdZO59RxCE+aIfhB/I+xyJFczWGqrSUssxlKXBaMfe3i5BEKG1Zm8yQUV1XSUF09nN+sSlAY1F14FPHE9rU3l+hDEG50qubW6xtrzE3uAaQRCwtLSAjlYJ4zY//vf/AR//yHFGoxFx3CbwYgDKyvDs08+wszfh8vUtTh5fIRntcPddZ3j18ut02x2GOwOUdWxubk5nTosiww88jKmIohBPacqyriE1mdSz51prJnmGKgucqmeitQZlHThNEPoUWU6v3cFaS/fUCZTyGCcJm5ubzUk5ZGdnB197OGNYXlxiZ7CL5/lURYWqSnrdmN/49V9icfV2Pv7Ed3HpledIs6Qeq1/XIJtMJtNgSJkKY8DailarVTcF8X2SNGOSphRFgdaaoNNBmfqkHQR15+Kq1cKYivF4XO+/ZsxBUM/Ml5UljCNMEwQ6IM1zlHKsrq7WqWi2QvkhGoe1FatrK/gerKyskGYJcdxl6/oNxntDtPbroDHN6PW6DIdD4jim2+2iA5+d7QE3tjY5d9fdfPPZF2kyzqhrfd08ade96vQ0EJumqHl62mRi/9jrdDpMkqw59tQ0OFLqZvDTasVkWYbv+5R5QW4tpnlPh6IoCra3t+n2luBN6d/OORx1sG+tosKilYfDoaxjvDfAmZJ+v0+aptx11x088shDpBMLyk2DOaUcztbNQ8qypNsLef3KJX7yJ/8dXzp5Gzdu3KDV7ZGOU4wxnLn9LK1Wh8H2hPGg4hKOS5tfJncVaZlinaM0Psr5ON8R7PfEEARBuAXcqlIZh4nEOxLvSLxzk3mId+JWH2vn23vEd8R3xHduMh++E3Ggh6EgCMKhMyw/mMz0I7GCmebEGPghvh9QVFWdLqXUdIZyv6uxrs9QeF5dl8kdCPqcc6RNc4ogCGi321gslSnJy4xOJ6LdCVlZ7VNUe2zvXmY0SrBO8eqrF5oUMsvL519lbW2NX/tf/5tLl17nyae/wWuXXyeK25y87XY2jh/j6Wefodvuct9999Wz2LY++cdxzMrK0rQLsFJ1KlSWpWhdN4Cw1lJawySv07aKoiDLMsLQp9fv0G3HtNttQn+/gUXdTTefpFhrqcqSLC0IgoBut0tVWba2trh06RJJkmKLknbUphV10Q5aUcDpUxvcc/dZxskA31OYsuK2225jZX2N5aUV7r//fh588EGOHz/O+vo6y8uL5HnarFpw5Hle/y1nm67H3vTEvj/DboxhMpmQ5zllWeJ53nS2fD+YqNOZfNI0I0nr5hOo+v+a51kT/GmMrWvB1F2QFRvH1uj3+6yvr1NVFQsLC1y8eJE0Tem2O/T7ffI85/z58yRJQr/fZzAYcPX6NS689hrD4fBNh9x+qhTTlRvOmWng6nne9Ln7x51S9ax8v7c4fe3+9oMz6vuNR+JWiNa6Gb+pU8KwFGXGjavXiKJompq2Hzx5nlfPqjuNqer6YcY50A6w9f+jLAjQrC0tUipDakqubF7nZz733/B8H1snVdWNL5RFeaA8OH36NA8/9Ch33XUP3/u938+ZM3fy8MMPEMSKfr9NUab8zte/iucqnK0ItCIbbYHZJVRDPDNiudci8B2OuvnJh+GCjyAIwi1D4h2JdyTemct4Z64R3xHfEd8R3xEEQbgFHIkLzAqFoQSt8H0PT1e4omJ9aY12K6CsEkrlSI2hsiVKB/hRF+cMJRaUj+cMhoJ+x+e2ruPcuWO0l5ax6Wh6Qvme7/pOjNJUXkynvUTsfEZbr+FUiB/EbG1n7I0mnD2xDF7BF37xZ2i7nMVOi0984iN4KmXz6uuc2Vjgj/6hH+Hpbz7L5tY2YRxjHGg/xGDwfEXcCkgnFcO9FJyHsYq94Zgsy6a1sHzfbwIETegHdVqM8mlFbUxVUVUVWWpwXoTVHlZ7jNIJXhRz4vgGzhn29naZTMasrKwQhiHb27v0O12qNKcbR0QB+EoxHhomeV0/S8cxt589g1IB7cVjRL0FQq0oxmNC5WPLjOFuPVs/Gad0u11uO3WKKPCxRYapLHnTQKIsSwJP0em0cD51R2ZX72/rKTSWvCwobIWvA5yCLEmIAp/S1AGMywy+88jygtKUhKFfd7AOYrrdPjtbu3TCEGVzPGvpxW3acYtWHGGqFGsrkiRle3cEWJIsYZiMqSrNSy9fpsgdl1+/jlNg3M0gBpgGM/upUtbyhkDGOYVTGlspqqLEWuh1FLpM8CIFkUGXCqcA7ZGkJXEcYmxOlk0wztLuLeJ78c0ZeDysrtPDtNY4W+GUorL7K0ZK4paHHynwFYHSYG/WKbPao9COnSQh0F3Go112trZ58fnzTJIRqArwsc7D7tdp83x2tods3RjwzDde4ud+9gt8+Uu/zv/4/K8Q+F1K4/PUMy+wtTumQmFwWAWl8TBlDHTxghgd1CsLfEKUB6WRGsyCcKuQVMn5R+IdiXfmLd4ZjocS73jz7b/iO+I78+c7I/GdOfcdQZg3FqMjcWl07jkSJTLgZn2kMAzB1nWjRqMRx06t46HAONIyRbk6FcticMaAK9HWQ9kSH0uoHQ/ddxdLZ+5id2R5cpywNZygdf3epqwwlSPwQ7QrCeKAoshYWV3i608+w3d86uM8dP/9PPnMs3TabVaWl7j77jvZ3NvFlBVnz55ltHeRdiemHfq8/NLzjEYJmrqRRGVKRraeLQ6CqAlw9PSktx/w7Nd2CsMQz9PsNy+oGzoY0AaHJi9zkiyl1YoYDAZ0el2cVaT5hCiqm0h0Oh3KvK4npjUkozErqxv4QUTUCtnc3gXtcVe7hx+22RtfwEzG9Dtd1pcXSfc6bF0+z9VrVzhz591gWyi1ilKK4WhEWRqSZIQpc/rdLuMsJ/T9po5YhzgM8X2fwhQ4ZwijFnEnplKGYpQShvV441Y4Hft+Olie57RaLYa7m3iex9raCq8Mz6O1pjQVVHUdqr29Eb3FTh3sOFs3g1AwnqRErZg0z0izhG63y87egN3dXa5d22F3dxenqPcpNzsLH1ylEUURDzxwH08++eS0ecbBlblKKTxdp1w5FOvr6+xt7bBTFPhhSD4p8TyFc3XgMh5PqKoCYxxhENez4+ZmkwlgmlrodBNc4dBaAZZOt8Wpk8fwdMDV69fZ3tprgrG6+7G1FmfqdLuqUoRBm/X1Y9Nj6g2fLFc306gqy/Xr19m6sQnKkqYplbPs7e2Rpnm9CsKYaY005Qxl2dQqa/Ld6tUPJdY0KxMOBJCCIBw+8nn7MCDxjsQ78xXv3HFilZ3Ck3hnrv1XfEd8Z958R75nzb/vCMJ8McilLs0HwZG4TO9sbaooR7/fr0+IaYLv+2xubqJcPQOJrU8SoR8QBSHKWdZWFllbXeTMbScIA8XJExt85olP8thD97O62HnDLOkrr7wC1KYdRRH3338/9955DqUd1kCSFgwnGWEQc+b0bSx02lx7/QqvX3yNVhTQakX0um36/S5f/e3fIvKhE/uEgcfCwgLj8ZgsLfD9kDwzVFUxbaRQVVV9Mq/qk7bv+xRFgTFmmupUFAV5XqeemWaG2FDSW+iifY/FlWUqY0jzjLgdkWYFkzRnOBxz9ep1Qj+i3+nS7XQwpcWiuXJjk6QwnDp7J2HcxvdDbjtzGmNKLl18lW8+8yTjwQ5ZNqTV9rh6/VJdc6upb7XQ72NMSTIaEoYh3W6bOIwAaLdjdre3CQKPbrdNoBVxHFMUBWHkMxqNWFtbaZopUJ+oS4MxljhqUVV1B2ClHVEU0mqHtOKQe+++C+UsSjlQip3BLuNJQhjUqU5ZVuD7Pp1Oh+XlZSaTCZPJhIVuj06nw8rKCnlWsrm52XTNttNUrIOBB9wMgl555ZVp/a999mfglXKUZR0cRFHEpUsX2djYaIKFAs9XaOqmD57WFFlOVdTdt6uyJBmNMcY0aWn1nM40ZauJG+q/Wx8n/X6P++67h9tuP0UQ1HXvDn5UnauP6TwrKcuK7a0hTz/9PO12ux5n0xgDZzBNGYv9VQIWRVlZRuMJ1imMcWRZNm2aEgRe8yXBx7qbaWW2MtMArigKLO4NDTsEQRCEd0biHYl3JN6Zz3hnnhHfEd8R3xHfEQRBuBWoo3CBSCk1Al6YtY73wSqwNWsR7wPRP1vmXf89zrnerEW8W8R3Zo7ony3zrl98ZzbM+3Ej+mfLPOu/HfjbzrmfmLWQd4v4zswR/bNlnvXPZawD4jtHANE/O+ZZO7xP3zkiJTJ4wTn3sVmLeK8opb4m+meH6J8tSqmvzVrDe0R8Z4aI/tnyYdA/aw3vEfGdGSL6Z8uHQT8wdxeYEd+ZKaJ/tsyz/jmOdUB8Z6aI/tkxz9rh/fvOkSiRIQiCIAiCIAiCIAiCIAiCIMwfcoFZEARBEARBEARBEARBEARBeE8clQvM85hudhDRP1tE/2yZV/3zqnsf0T9bRP9smVf986p7H9E/W0T/bJlX/fOqex/RP1tE/+wQ7bND9M+WedY/z9rhfeo/Ek3+BEEQBEEQBEEQBEEQBEEQhPnjqKxgFgRBEARBEARBEARBEARBEOaMmV9gVkp9n1LqBaXUy0qpH521nrdCKfXvlVI3lFLPHNi2rJT6ZaXUS83PpWa7Ukr9s2Y8TyulHpud8qnW00qpLymlnlNKPauU+qvN9rkYg1IqVkr9llLqqUb/jzfbzyqlvtLo/ymlVNhsj5rHLze/PzNL/Y0mTyn1daXU55vH86T9glLqG0qpJ/e7is7LsfN2iO8cLuI56sws9e8jvnO0EN85XMR31JlZ6t9HfOfoMA+eA+I7M9YvvjNjxHduPfPsOY0m8Z0ZM8+eA4fsO865md0AD3gFOAeEwFPA/bPU9DY6PwM8BjxzYNs/An60uf+jwD9s7v8A8AuAAj4JfOUI6D8OPNbc7wEvAvfPyxgaHd3mfgB8pdH108Afb7b/K+AvNvf/EvCvmvt/HPipI/A/+BvAfwI+3zyeJ+0XgNU3bZuLY+dtxiO+c/jaxXOOxjEkvnNEbuI7t0S7+M7ROIbEd47AbV48p9EqvjM7/eI7s9cuvnPrdc6t5zSaxHdm/z+YW89ptBya78x6YN8G/NKBxz8G/Nisd/jbaD3zJhN6ATje3D8OvNDc/9fAn3ir5x2VG/BzwPfM4xiANvA7wOPAFuC/+VgCfgn4tua+3zxPzVDzKeBXgd8LfL75cM6F9kbHWxnQ3B07BzSJ79z6cYjn3Hrd4jtH4Pg5oEl859aPQ3zn1usW3zkCx8+b93Xz+Mh6TqNPfGf22sV3ZqNffGc2Wj8UntNoEt+5tZrn2nMaLYfmO7MukXESuHTg8eVm2zyw4Zy7CtD8XG+2H+kxNcsGAV8mAAAEEUlEQVTyH6WeKZqbMTRpCE8CN4Bfpp4dHTjnquYpBzVO9Te/3wNWbq3iN/BPgb8J2ObxCvOjHcAB/1Mp9dtKqT/fbJubY+ctmAeNb8fc7XfxnJkhvnO0mAeNb8fc7XfxnZkhvnN0OOr63om52+/iOzNDfOfocNT1/W7M5T4X35kJ8+45cIi+4x+C2HeDeott7par+GA5smNSSnWB/wr8NefcUKm3klo/9S22zXQMzjkDPKKUWgQ+B9z3Vk9rfh4Z/UqpHwRuOOd+Wyn1Hfub3+KpR077AT7lnLuilFoHflkp9fzv8tyjqP/NzIPGd8uRHJN4zmwQ3wFmr//NzIPGd8uRHJP4zmwQ3wFmr/8gR13fe+VIjkt8ZzaI7wCz13+Qo67vvXBkxyS+c+v5kHgOHKLvzHoF82Xg9IHHp4ArM9LybrmulDoO0Py80Ww/kmNSSgXUBvQfnXP/rdk8V2MAcM4NgC9T139ZVErtT5Ic1DjV3/x+Adi5tUqnfAr4IaXUBeC/UKdS/FPmQzsAzrkrzc8b1CeATzCHx84B5kHj2zE3+108Z6afW/GdI3L8HGAeNL4dc7PfxXfEd94PHzLfOer63om52e/iO+I77wfxnSPDXO1z8R25tvN+OEzfmfUF5q8Cd6m662JIXfj652es6Vvl54HPNvc/S137Zn/7n1I1nwT29peazwpVT2f9O+A559w/OfCruRiDUmqtmd1CKdUCvht4DvgS8Eeap71Z//64/gjwRdcUjLnVOOd+zDl3yjl3hvr4/qJz7k8yB9oBlFIdpVRv/z7w+4BnmJNj520Q3zlkxHNm+7kV3xHf+YCZi/0uviO+8374EPrOPHsOzMl+F98R33k/iO8cKeZmn4vvyLWd98Oh+46bfYHpH6DufPkK8LdnredtNP5n4CpQUl/B/3PUtVN+FXip+bncPFcB/7IZzzeAjx0B/Z+mXsb+NPBkc/uBeRkD8BDw9Ub/M8DfabafA34LeBn4GSBqtsfN45eb35+b9f+g0fUd3Ow0OhfaG51PNbdn9z+j83Ls/C7jEt85XO3iOUfgGGq0ie8ckZv4zqFrF985AsdQo0185wjc5sFzGp3iO7PTL74zW83iO7PROLee02gS3zkax9Hcec4BrYfmO6p5kSAIgiAIgiAIgiAIgiAIgiC8K2ZdIkMQBEEQBEEQBEEQBEEQBEGYU+QCsyAIgiAIgiAIgiAIgiAIgvCekAvMgiAIgiAIgiAIgiAIgiAIwntCLjALgiAIgiAIgiAIgiAIgiAI7wm5wCwIgiAIgiAIgiAIgiAIgiC8J+QCsyAIgiAIgiAIgiAIgiAIgvCekAvMgiAIgiAIgiAIgiAIgiAIwntCLjALgiAIgiAIgiAIgiAIgiAI74n/C6T/dXuk1T+KAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x288 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#引入合适的模块\n",
    "from skimage import io\n",
    "import matplotlib.pyplot as plt\n",
    "import cv2 as cv\n",
    "\n",
    "img = io.imread('stop.jpg') \n",
    "avg = cv.imread(\"stop.jpg\",0) #1.得到均值灰度图\n",
    "r = img[:,:,0] #2.得到红色通道灰度图\n",
    "mask = r>(avg*1.5) #3.得到红色主导色掩模  mask(严格系数为1.5)\n",
    "\n",
    "img2 = io.imread('stop.jpg')\n",
    "img2[mask]=[0,0,255] #红色主导色部分改为蓝色\n",
    "\n",
    "img3 = io.imread('stop.jpg')\n",
    "img3[mask]=[0,0,0] #只保留非红色主导色部分\n",
    "\n",
    "img4 = io.imread('stop.jpg') #只保留红色主导色部分\n",
    "img4[r<=avg*1.5]=[0,0,0]\n",
    "            \n",
    "fg,ax=plt.subplots(1,5,figsize=(20,4))\n",
    "ax[0].imshow(img)\n",
    "ax[0].set_title('stop.jpg')\n",
    "ax[1].imshow(mask,cmap='gray')\n",
    "ax[1].set_title('mask')\n",
    "ax[2].imshow(img2)\n",
    "ax[2].set_title('red -> blue')\n",
    "ax[3].imshow(img3)\n",
    "ax[3].set_title('only backgroud')\n",
    "ax[4].imshow(img4)\n",
    "ax[4].set_title('only masked')\n",
    "\n",
    "#调整子图位置\n",
    "#以最紧凑模式把plt.show()对应内容保存显示内容到 out.png\n",
    "plt.tight_layout()  \n",
    "plt.savefig('out.png', bbox_inches='tight')  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. 去除红色标记"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#引入合适的模块\n",
    "from skimage import io\n",
    "import matplotlib.pyplot as plt\n",
    "import cv2 as cv\n",
    "\n",
    "img = io.imread(\"red_mark.jpg\") #读入RGB图:red_mark.jpeg\n",
    "\n",
    "fg,ax=plt.subplots(1,3,figsize=(15,6)) #构建一个3个子图的画板,长15,宽6\n",
    "\n",
    "ax[0].imshow(img) #在第一个子图显示原图\n",
    "\n",
    "#得到红色标记掩模\n",
    "avg = cv.imread(\"red_mark.jpg\",0) #1.得到均值灰度图\n",
    "\n",
    "r = img[:,:,0] #2.得到红色通道灰度图\n",
    "mask = (r>avg*1.5) & (r>200) #3.得到红色主导色掩模  mask(严格系数为1.5，且大于200)\n",
    "ax[1].imshow(mask,cmap='gray') #4.在子图2显示掩模\n",
    "\n",
    "img1=io.imread(\"red_mark.jpg\")\n",
    "img1[mask]=[255,255,255] #把红色标记部分变成白色的\n",
    "ax[2].imshow(img) #在子图3显示(大部分)去除红色标记后原图\n",
    "\n",
    "#调整子图位置\n",
    "#以最紧凑模式把plt.show()对应内容保存显示内容到  out.png\n",
    "plt.tight_layout()\n",
    "plt.savefig('out.png',bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. 猴子月球绿屏特效"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#引入合适的模块\n",
    "from skimage import io\n",
    "import matplotlib.pyplot as plt\n",
    "import cv2 as cv\n",
    "\n",
    "monkey =io.imread(\"monkey.jpg\") #读RGB图:  monkey.jpg\n",
    "h,w,_ = monkey.shape #获取monkey.jpg的高h和宽w\n",
    "moon = io.imread(\"moon.jpg\")[0:h,0:w] #读RGB图: moon.jpg,从左上角起，截取与monkey.jpg等大小部分\n",
    "\n",
    "avg = cv.imread(\"monkey.jpg\",0) #获取猴图均值灰度图\n",
    "b = monkey[:,:,2] #获取猴图蓝色通道灰度图\n",
    "mask = b>(avg*0.9) #获取猴图中背景掩模（蓝色占主导，严格系数0.9）\n",
    "monkey[mask]=moon[mask] #把猴图的背景部分用月球图的对应部分代替\n",
    "\n",
    "plt.imshow(monkey,cmap='gray')\n",
    "#调整子图位置\n",
    "#以最紧凑模式把plt.show()对应内容保存显示内容到out.png\n",
    "plt.tight_layout()\n",
    "plt.savefig('out.png',  bbox_inches='tight')"
   ]
  }
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